{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4ed94a56",
   "metadata": {},
   "source": [
    "# 四阶矩拟合四次多项式概率密度求解\n",
    "\n",
    "## 问题描述\n",
    "已知数据的一至四阶矩（均值、方差、偏度、峰度）及取值范围[x_min, x_max]，假设概率密度函数为四次多项式：\n",
    "$$\n",
    "p(x) = a_0 + a_1x + a_2x^2 + a_3x^3 + a_4x^4\n",
    "$$\n",
    "不考虑归一化，求多项式系数解析解并用Python实现。\n",
    "\n",
    "## 已知条件\n",
    "\n",
    "给定数据样本的以下统计量：\n",
    "1. ​**数据范围**​：\n",
    "   - 最小值：$x_{\\text{min}}$\n",
    "   - 最大值：$x_{\\text{max}}$\n",
    "2. ​**统计矩**​（共5个）：\n",
    "   - 零阶矩（积分）：$\\mu_0 = \\int_{x_{\\text{min}}}^{x_{\\text{max}}} p(x)dx$\n",
    "   - 一阶矩（均值）：$\\mu_1 = \\int_{x_{\\text{min}}}^{x_{\\text{max}}} x p(x)dx$\n",
    "   - 二阶矩：$\\mu_2 = \\int_{x_{\\text{min}}}^{x_{\\text{max}}} x^2 p(x)dx$\n",
    "   - 三阶矩：$\\mu_3 = \\int_{x_{\\text{min}}}^{x_{\\text{max}}} x^3 p(x)dx$\n",
    "   - 四阶矩：$\\mu_4 = \\int_{x_{\\text{min}}}^{x_{\\text{max}}} x^4 p(x)dx$\n",
    "\n",
    "## 方程构建过程\n",
    "\n",
    "### 1. 多项式形式假设\n",
    "假设概率密度函数为四次多项式：\n",
    "$$\n",
    "p(x) = \\sum_{i=0}^4 a_i x^i = a_0 + a_1 x + a_2 x^2 + a_3 x^3 + a_4 x^4\n",
    "$$\n",
    "\n",
    "### 2. 矩方程展开\n",
    "将多项式代入各阶矩的定义式：\n",
    "\n",
    "对于第$k$阶矩（$k=0,1,2,3,4$）：\n",
    "$$\n",
    "\\mu_k = \\int_{x_{\\text{min}}}^{x_{\\text{max}}} x^k p(x) dx = \\sum_{i=0}^4 a_i \\int_{x_{\\text{min}}}^{x_{\\text{max}}} x^{k+i} dx\n",
    "$$\n",
    "\n",
    "### 3. 积分计算\n",
    "计算多项式项的积分：\n",
    "$$\n",
    "\\int x^n dx = \\frac{x^{n+1}}{n+1} \\quad \\Rightarrow \\quad \\int_{x_{\\text{min}}}^{x_{\\text{max}}} x^{k+i} dx = \\frac{x_{\\text{max}}^{k+i+1} - x_{\\text{min}}^{k+i+1}}{k+i+1}\n",
    "$$\n",
    "\n",
    "### 4. 建立线性方程组\n",
    "将积分结果代入矩方程，得到5个方程构成的线性系统：\n",
    "\n",
    "对于每个$k \\in \\{0,1,2,3,4\\}$：\n",
    "$$\n",
    "\\sum_{i=0}^4 a_i \\cdot \\frac{x_{\\text{max}}^{k+i+1} - x_{\\text{min}}^{k+i+1}}{k+i+1} = \\mu_k\n",
    "$$\n",
    "\n",
    "### 5. 矩阵形式表示\n",
    "将方程组表示为矩阵形式$A\\mathbf{a} = \\mathbf{b}$：\n",
    "\n",
    "系数矩阵$A$：\n",
    "$$\n",
    "A_{k,i} = \\frac{x_{\\text{max}}^{k+i+1} - x_{\\text{min}}^{k+i+1}}{k+i+1}, \\quad k,i \\in \\{0,1,2,3,4\\}\n",
    "$$\n",
    "\n",
    "未知向量：\n",
    "$$\n",
    "\\mathbf{a} = [a_0, a_1, a_2, a_3, a_4]^T\n",
    "$$\n",
    "\n",
    "常数项向量：\n",
    "$$\n",
    "\\mathbf{b} = [\\mu_0, \\mu_1, \\mu_2, \\mu_3, \\mu_4]^T\n",
    "$$\n",
    "\n",
    "### 6. 方程求解\n",
    "通过求解线性方程组：\n",
    "$$\n",
    "\\mathbf{a} = A^{-1}\\mathbf{b}\n",
    "$$\n",
    "即可得到多项式系数$a_0$至$a_4$的解析解。\n",
    "\n",
    "## Python实现"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5842d60e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# plot中文支持\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy import stats\n",
    "\n",
    "matplotlib.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "matplotlib.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号\n",
    "\n",
    "def solve_poly4_coeffs(x_min, x_max, moments):\n",
    "    \"\"\"\n",
    "    求解四次多项式系数\n",
    "    \n",
    "    参数:\n",
    "        x_min: 最小值\n",
    "        x_max: 最大值 \n",
    "        moments: [μ0,μ1,μ2,μ3,μ4]\n",
    "    \n",
    "    返回:\n",
    "        [a0,a1,a2,a3,a4]\n",
    "    \"\"\"\n",
    "    A = []\n",
    "    for k in range(5):\n",
    "        row = []\n",
    "        for i in range(5):\n",
    "            n = k + i + 1\n",
    "            row.append((x_max**n - x_min**n)/n)\n",
    "        A.append(row)\n",
    "    \n",
    "    return np.linalg.solve(A, moments)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a0f6d922",
   "metadata": {},
   "source": [
    "## 验证"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f7546a47",
   "metadata": {},
   "outputs": [],
   "source": [
    "def verify_moments(coeffs, x_min, x_max):\n",
    "    \"\"\"验证矩匹配\"\"\"\n",
    "    moments = []\n",
    "    for k in range(5):\n",
    "        integral = sum(\n",
    "            a*(x_max**(k+i+1)-x_min**(k+i+1))/(k+i+1)\n",
    "            for i, a in enumerate(coeffs)\n",
    "        )\n",
    "        moments.append(integral)\n",
    "    return moments"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a93246ab",
   "metadata": {},
   "source": [
    "## 验证程序"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c67c9763",
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_data(generate_test_data=None, n_samples=10000, seed=42):\n",
    "\tnp.random.seed(seed)\n",
    "\tdata = generate_test_data(n_samples)\n",
    "\t# 生成测试数据\n",
    "\tnp.random.seed(42)\n",
    "\tdata = generate_test_data()\n",
    "\tx_min, x_max = data.min(), data.max()\n",
    "\n",
    "\t# 计算经验矩\n",
    "\tmoments = [\n",
    "\t\t\tlen(data),                    # μ0 (count)\n",
    "\t\t\tnp.sum(data),                 # μ1\n",
    "\t\t\tnp.sum(data**2),              # μ2\n",
    "\t\t\tnp.sum(data**3),              # μ3\n",
    "\t\t\tnp.sum(data**4)               # μ4\n",
    "\t]\n",
    "\tmoments = [m/len(data) for m in moments]  # 转换为平均矩\n",
    "\n",
    "\treturn x_min, x_max, data, moments\n",
    "\n",
    "def plot_data(x_min, x_max, data, moments, label=''):\n",
    "\t# 求解多项式系数\n",
    "\tcoeffs = solve_poly4_coeffs(x_min, x_max, moments)\n",
    "\t\t\t\n",
    "\t# 定义拟合函数\n",
    "\tdef poly4(x):\n",
    "\t\t\treturn sum(c*x**i for i,c in enumerate(coeffs))\n",
    "\n",
    "\t# 可视化\n",
    "\tplt.figure(figsize=(10,6))\n",
    "\thist = plt.hist(data, bins=50, density=True, alpha=0.5, label='原始数据')\n",
    "\n",
    "\tx_grid = np.linspace(x_min, x_max, 500)\n",
    "\tplt.plot(x_grid, poly4(x_grid), 'r-', lw=2, label='四次多项式拟合')\n",
    "\n",
    "\tplt.title(label)\n",
    "\tplt.xlabel('值')\n",
    "\tplt.ylabel('概率')\n",
    "\tplt.legend()\n",
    "\tplt.show()\n",
    "\n",
    "def generate_and_plot_data(generate_test_data=None,n_samples=10000, seed=42, label=''):\n",
    "\tx_min, x_max, data, moments = generate_data(generate_test_data, n_samples, seed)\n",
    "\tplot_data(x_min, x_max, data, moments, label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "34c1ec29",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0sAAAIgCAYAAABUAPJbAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAAVulJREFUeJzt3Qd8U9X7x/Gng7YUKJQ9RTaCIsoQFBkKojIEN6Iy1T+CCCoK6A/FASoKigsZAg5ERBEVQVGGCwdThlCBskR2aUtb2tLm/3pOSEjL7aA0vWnzeb9e95fk5t7k9P5CzbfnnOcEOBwOhwAAAAAAMgjM+BAAAAAAoAhLAAAAAGCBsAQAAAAAFghLAAAAAGCBsAQAAAAAFghLAAAAAGCBsAQAAAAAFghLAAAAAGCBsAQA8CmxsbF2NwEAAIOwBACwRceOHeWxxx7LsO/w4cNSvnx5+eSTT3L1Ghs2bJDVq1efVzuSkpLk2LFj7sd//fWXzJs375xf5+DBg3LppZfKokWLzqs9AADfQVgCANji5MmTcurUqQz7VqxYIeHh4dK1a9dcvcarr74qvXv3ltTU1Dy3Y/r06VKvXj05cuSIefzjjz/KgAEDJCYm5pxeZ8GCBbJp0yapW7duntsCAPAtwXY3AADgn4KDg83m6csvv5RGjRrJ4sWLzzq+devWUq1aNffjAwcOyGeffSYvvvii7N69O9v3Klu2rNky05D1yiuvyA033GB6tNTAgQNlwoQJMmLECBOkrM7ZunWrFC9ePEP73377bWnfvr2EhobKrl27MpyTnp4uycnJEhkZKZUrV862rQAA30FYAgAUqBMnTpjeI8/woWHC4XCYsFS9enUTgFx0/9q1a81znmFp7NixkpiYKEOHDs3xPd944w0ZMmTIWfs14GjoevbZZ937wsLCTI/VbbfdZnq4evTocdZwuyZNmmT5XrVq1cryuaefflqeeeaZHNsLAPANhCUAQIHSnpWEhARzf+XKlSaYPPzww9K4cWPTW7N+/XopVqxYhnBVqlQpE2JcNDxpr8+cOXOkV69e2b6f9uZ4hiyXHTt2yOjRo2XYsGFSu3btDM/deuut5nXvvvtu08t19dVXu5/T19I2aQ9SUFCQpKSkmLlKV111lcyYMUPmzp0rISEhcvPNN5/XdQIA2I85SwCAAvXzzz/L5s2bpUWLFtKvXz8TjrTXR0PTfffdJ7Nnz5a9e/e6j9cwolxhSec63XPPPXLttdeaQKND3nSfFe2ViouLO2sIng6J09fQXiDtobKiwefKK6+UTp06ydSpU937AwICpESJEmYInt4fP368md/08ssvu+cuUeQBAIoGepYAAAWqadOm5laH4mmI0V4Z7Y35999/TQ+T9upoOPn1119NIHGFJe3J0eF62tujQ+G+/fZbs18D199//23mGD344IOmd8pFe4D0nDJlyrj3paWlSZ8+fUwxBu2d0h4m7SGyovOZxowZIw888ICp0Dd//nzTU+WyZMkSee6550x7tarevn37THs1jOl9T1WqVMnyfQAAvomwBACw3Z133mlCkxZZ+Oijj8yQvGnTpsmgQYMy9Cxpie/9+/ebY3Ruk1q4cKG88847Zp6ThhsNLt26dcuwZpNnwNGeq88//9yc99BDD5mwlJ3ffvvNFG6IiorK8Dq///67abeGMS0KkZm20ZP2gNWsWfO8rhMAoGAxDA8A4BMuuugi95wg7cHp3r27fPPNN+6y4BqWNExpj1Pnzp3d50VERMgTTzwh27dvl549e2YIJK6w5Nmz1L9/fzMMUCvgbdy40ZQvHzVqlDRs2NAM23NtWkJc1ahRw8xr0mIQLkuXLjXD83TTAKVV+bSdut11111y//33ux9rD5arZwwAULgQlgAAPkcDis5JmjJlSoZheNkpXbq0CTQ6dE/nEbnCkg590wIRnnRdJaVD9vR5DTSXXHJJhmN0WKC+VuZS31qV7/rrrzft096jwMBAs7lKoes8Jt1cj11D7zKXSQcA+D7CEgDANtqDo700ngURNIBo8Qcdiqf3Mxd4sKJD8yZOnCjNmzc3oUeLSLjCkoYoDS9Z0WOWL18uHTp0OCssVa1a1QQhT126dDFDBD/99FNT9Q4AUHQRlgAABUrLhuvwOl1I9vXXX5cbb7zRzBvSog06jO7ee+81Jb11aJv2CFmFJS3SoMPx/ve//0mzZs3M/KV58+aZ4g9aSc8VvjQIec4zsvL888+b0KbzjzKHJe3hykx7inQon6unSOcsZSen5wEAvosxAQCAAvPXX3/JZZddZgKE9gBpue3evXtLpUqV5IsvvjAV7vTWVaBBec5Zcpk5c6YpM64hSavhaaW6unXrnvV+x48fzzBfKTN9fy1ZrovWZg5V27ZtswxLmWnlu6z262trqNN1o7SHCwBQuBCWAAAFpkmTJqbnSANO27ZtMzzXo0cPWbdunTRo0CDDfu110qFwnkPetIhCyZIl5bbbbsu2HPeyZcukQoUKZ+3XUuO6vpKGrJEjR8rgwYPNfg1xL7zwgumd0uCm1fXONSzpa2hPlc6x+uGHH0zoeumllzIstAsAKBwISwCAAqW9QlnxDEo6LE5Di/ZGaUEGz3lHukZT5mFzLjpsr2XLlrJnzx6zWOyECRMyPJ+YmOheq0nnHem6Ti4aynR9JJ3D5Fq3KSdaTc+TDhF07dN1mAhJAFB4EZYAAD6pRIkSZl5Tx44d5cknn8z1edoDdc8995igdMUVV5iCDJ40aOmcKb3NXCVPvfvuu+fVbu1pcgUkghIAFG4BDh0rAAAAAADIgGp4AAAAAGCBsAQAAAAAFghLAAAAAGCBsAQAAAAAFghLAAAAAODPpcN1kcD9+/ebMrGea3UAAAAA8C8Oh0Pi4+OlatWqZo098fewpEGpRo0adjcDAAAAgI/Qxc+rV6+e5fN+E5ZcCw/qBYmIiLC7OQAAAABsEhcXZzpSrBYn98uw5Bp6p0GJsAQAAAAgIIfpORR4AAAAAAALhCUAAAAA8OdheAAAACg8tJJxSkqK3c1AIVWsWDEJCgo679chLAEAAMCnaEiKjo42gQnIqzJlykjlypXPa9kgwhIAAAB8av2b//77z/QKaLWy7NbAAbL6DCUmJsqhQ4fM4ypVqkheEZYAAADgM06dOmW+6OpioeHh4XY3B4VU8eLFza0GpooVK+Z5SB5RHQAAAD4jLS3N3IaEhNjdFBRyrrCdmpqa59cgLAEAAMDnnM88EyC/PkOEJQAAAKAAaeEKz96OVatWybZt28467q+//vLK+x87dkxOnDjhldcuaghLAAAAQD65/PLLzRyZCy+8MNtt7Nix7nOmTp0qX3/9dYbX2bFjh1x22WWyfv16y/d5+eWXTeh59tlnZdiwYfLvv//K888/b57r2bOnLF68OMs2Dh8+XD788ENzf8yYMXLxxRdbbkePHhV/R4EHAAAA+LxJS6MK9P2Gd6qf5/V9NPz06NHDva9Tp05mX61atSzP2bNnj/Tv3z/DvmnTpsnAgQOladOmEhMTI5GRkRme1yqB+nzz5s3N/K7p06ebYWc65+uHH36QF198MdviB2FhYe4CCE899ZTceeedGY7RQBfCvDHCEgAAAOCteTL79++XNWvWSPXq1c86VoffLVy4UDZs2CDz5s2Tb7/91vQKaVD5/PPP5ffffzdlsG+44QYZNGiQ9OnTx5ynPUoXXHCBqRyow/d0SJ2Wx77oootkxYoVUrp0aWnQoIE5VsOTbhp8fvnlF9m5c6ds377dtFMDl6ugRm5+Fn/EMDwAAAAgn2nPkC6Ket1115ky6DqkToe2achp3bq1OSY42NlvoaGnWrVqsmDBAjOc7tFHH5WXXnrJ3Zv0yiuvyNChQ02oUrGxsfLNN9/I999/L7NmzTLhJzk52YSrTz/9VOLj403gqlChgglOrl4mHdqnAe3gwYPu+zp/asSIEaZtGrg0IOn9zPOq/BU9SwAAAEA+0+F4119/vcydOzfD/vnz58ubb75p7rdo0cIEpT///FNGjhwpX331lfz9998ye/Zsc79fv36m/HW5cuWkbt26csstt8jmzZvNcL7HHntMbrvtNrnxxhulbNmysmvXLvPaGso0XOkQvXfeecccr/OS1L333mu2//u//zPD9zQYrV27ViZMmGCG4en8qCFDhsjPP/9syzXzRYQlAAAAIB+5hq8tWbLE9NJ4iouLk9q1a7sfr1692hSFUDqk7r777pNSpUrJVVddZYbSueYWqS+//FJCQ0NNj9L9998vH3zwgekdOnLkiFx66aUyePBgiY6ONr1GriGA2qvlSYf1HT582PReaRhLSkqShx56yIQ17UnSog7aK6XHValSRX777TfxZwzDAwAAAPJJQkKCCTsaNrRnadOmTRm2iRMnmiFuLhp2mjVrZoKSzmvSXqIHH3zQhB/PoKS6d+9ubtu3by9//PGH1KhRQ6ZMmSJPPvmk6WnSEPb444+buUlK5yfVr3+mUMWvv/4qbdq0McP9nnnmGXnttdfMfKdPPvnE9EzpnKlWrVqZ+7otX75c/B1hCQAAAMgnBw4ckPLly5ugo70y2kujpcT1sd7XUKNzmVx0yJuGK61gd80115h9WuQhKCjIzGlybdpb5SoHrvOSmjRpIo0aNTKV8i655BKJiIgwle3GjRsnu3fvNvOSNDRdeeWV7vdatGiRCVRaKMI1H0qLRWj7MtP3K168uPg7whIAAACQD3Q4nA5jq1mzpvTq1cvMRdIemrffftvdY6PzgnQ4nYs+p2slaU9Ply5dzD6tXDdjxgwzn8m1NW7c2N3TpK+tgUiLQmhRB31dDUH33HOPCTn6/F133WVCmecwvNGjR5uhezqUz2Xr1q2mTRrw+vbta3qadD6TzpXauXOn+DvCEgAAAJAPli1bZobPaQW6vXv3mp6fjRs3up/XXqCGDRtmWIC2a9eupmKeFnDQwgta5S6rkt2e+7ds2WKq3Wkouvnmm82wv5YtW5rn9HW0LTonyVOJEiUyPNY2auDSUKXt0PlTrk2H74WwzhIFHoCCXhwvr4vcAYC3F+7M6+8nfh8CTlr5Theg1V4fDR9aWU6HyGnvjdKhb3qMVrXTniNduFZLf+uwOp2DFBUVZXp2NPjovKVhw4a5X1vLget+Fw1lOoRv8uTJZu6RPu7WrZt8+OGHJizpvKaXX35ZOnfubAKaJ+2p0p6jL774wj0PyorD4/38FWEJAAAAPs/Xw7WugaQLzGpP0pw5c+SOO+6Qp556ygQZDTRNmzY1x2mI0RLfWrFOF6vV57/77jsz50iHvyk9Xofn6bA4F62qp2spuYb7ffTRR2ZInfYA6dwoHUb3+uuvm7lMWhVv1KhRMn78eLniiivMmk+33367OVcDlC5E27ZtW7nppptMsQfX4rielfu0fcmn38+fEZYAAACA86Q9O7pmkQ69081FizboOkm6HpJLhw4dzKbWrVt31rA7DUG6TpMnraTnosPmtOqeHnfRRRe595csWdJUtNP5TUoDk7bLNTxPabU8F53vpDQ0aU+Y51wmOBGWAAAAgHygwSQz7enRLStW85Myzy3KTKvjabGGzHSNpsw8Q1p2r6cbzkaBBwAAAACwQFgCAAAAAAuEJQAAAACwQFgCAAAAAAuEJQAAAACwQFgCAAAAfER0dLTExsae0zm6oG1eJCYmSnp6+ln7U1NT5eTJkzmeq8cVhLi4OLOQrh0ISwAAAIANtm3bZhaI9fTCCy/IkCFDcv0a8+bNk969e8vRo0fP6b11wVktda6L5eoWGBho1mzS+7r/ySefzPb8l156ySx4e+LECbPgrS7Km5nD4TCl0Q8fPuzet3//frn//vvdIa1Pnz7yzz//ZPtew4cPl1tvvVXsQFgCAAAAzpN+6dfFYi+88EKz6bpF1atXNwvS6mKxrv16/+mnnzbn3HPPPWbhWJeUlBT56quv5IknnsjVe06ZMkUGDx5s3qtdu3Zy8cUXmy0yMlK6d+9uwornGkx169Y1baxXr57Mnz/fhJS//vpLVq1a5e6hWr9+vWzZskVeffVVs097mDIHOqU/lwYs/Xnuvvtueeutt0xw8nxPDUpBQUESERFhHj/88MNy/PhxWbNmjTlefffdd9n2UOnzutDuvn37TJsLGqtPAQAAAOepWLFiMmzYMHnmmWfM46pVq8rKlStl6dKl8ttvv8msWbPM/r59+0pISIi5/9FHH0nz5s3lyiuvlB49esiCBQtML0ybNm3Oev1vvvnGHKe2b98ujz/+uBmu9+mnn5pw5FoQV19Dw9aMGTMyLHg7bdo02bp1q1x//fVn9eT8999/csEFF0ipUqXOet+OHTvKr7/+aoKRJw1F2jvkWsxW7+t76GtVrlzZLMR77NgxE7Rq1qwpY8eOlSVLlphQ+eKLL8ptt90md911lzlfr50VbW+/fv1k7ty5Urt2bbn66qslPDw8Vwvt5hd6lgAAAIDzFBoamuGx9rKULl3a8lhXWNIensmTJ8uIESNM74oOwfvkk09M74tr07ClvTMtW7Z0n//jjz9Kq1atzHNHjhyR6667zvQGvf766yYoLV68WCpUqJBjm9955x2pVq2adO3a1TzWXiltk+ux0sCnQUjnDHluf/75p+kxcj3WY7RnTIOS0h4r7Q3S63LgwAF54IEHTCjSsNOpUyfzc5YtW9YcazVvSs/v3LmzuT4akrSdX3/9tRnCp2HLqrfLGwhLAAAAwHny7MU5dOiQuS1fvnyOx2pPy88//yzvvvuuFC9e3MzNmTlzpjz00EPm+S+//FJuuOEGdw+O6t+/v+lZ0t4ePV57aS6//HIzf0l7d+rUqZOrNmvvkAYXDVq7du2STZs2mQClocclKCjorOIKGm40VGkg3LNnj3t/Vj1EOj9Kg5MnDUJ6HfS1PHutNAS9+eabJgBOnDhRevbs6X6uUaNGsmzZMvn444/lkksukenTp5viD97EMDwAAAD4tubNRQ4cKPj31V6S1avP+TQdMqdziHJLe4E07Fx11VUmQGixBu2NUW3btpWbb745w/E6jO7vv/+Wn376yfS21KhRQ+bMmWOKLsyePTvX7+0ZUrSnavz48WftV9obFBYWZuYvaSDSMKXzh7QghPYA6RA+K5s3bzZhSHustIfIqvhDUlKSeX2lx+owwYMHD5reMb0e+n6e4VLfWwOhDvHTuV/NmjWTyy67TLyFsASvmLQ0Kk/nDe9UP9/bAgAAfOe/9Xn6770Gh3//lYKW5nDIkbjsS2i7JKackhPJpyT6wDETOt577z2z3xV+tMfEs8fGJSYmxgQi7TFxDZ3TXhhX+XDt+clMe1TWrVtn5u5o8QMt4609MBpmEhISTDjRMBIVFSXvv/++9OrVK8f2796928xZ0qF/maWcbre+rvb6tG/f3j1Eb9GiRRmG7Sl9b53rpL1OGoB0yJ4WltDhhuqDDz4w10SH5mnvlOvn1pCmQUjne+lQRf25sjNo0KAMPW7eQFgCAACAbzs9D6agpVeodE7Hn0xKkvv69DZDyLRXxNVjM2bMGDPETvdpsQNPOtRM5+N4zjFavny57Ny50wQXDRmZaQ+S0kClVes0wDzyyCMycuRId3jQanM6pE7Lert/nvR0iY+PNyFFe7I892toady4sfzyyy+5/nlvuOEGU9FP38uzN0oDorZRe3xKlCiR4WfQ6nYvv/yyKfawdu1aadCggXsOl9KKgUqvh/Y4efYquejQO+2902vrbYQlAAAA+LY8DIXLD8dy2avkEla8uNzTt7/cffuZYXNapU6HlbloNTwX7UHSQKPV5ly+//57U+xB11p66qmnTBCyolXv9LW0R0mHwmlxCA0uWmFPe510iJr2VumcI9daRTovSoetaUDp1q2buxS3lgxv2LChGWqncrMAbHR0tFx77bUmCGlFvjvuuMMMD9Ty5BpwtMpf5t4m7UV79tlnTbu0l0qDnFb20/ZmHkqnvUo61NBq3pcGKtfP5W2EJQAAAOA8paU5K7pd36Vbjl/ktSdHt4EDB5rAU79+fXcAGTBggLz99tumApwGrYoVK8r//ve/s3pYdOjbxo0b3fOFJk2aJDfddJPp7dHwpNXmtHy3i4YZ7VHSUOSiw+m0UMNjjz1m3ldLluucoczrPKWmppr5R9orNXr0aDO8TnumtPiErhOl52twev75582xOn8qMx0eqL1q2pOm7dKfSRflnTBhgilSoYva6ppNLlY9Sp5yej6/EJYAAACA83QqNVXefn2izJw6RbL7Hq/D3TQoaK+ODkPTUKO0oIGryl2XLl3cQ9Z0PpP2vGgPkw7Xc9HCBxqUtBdIX0eHpekcJQ1eWvhBe3g8WQ1Z02F+2hYtS/5///d/plCELjB77733mvATGBhoeo10n/bwaNU9bZuGKh1WqLQ3S9dB0uN1WKA+dlUE1F4uV6jRIKQ9aDt27DCBTAtY6HwrLTWu10J7nHR4nmdPlAayzMUmXD1ynovfehNhCQAAADhPqadS5cGHH5ERo56SShHO4WxWtCdJCyboEDTtYdG1mIYOHWqKHkydOtUEEhft9dE5RHfeeacpmLB+/XqzbpH2zvzwww+yd+9eEz60IIIOq9OheU2bNs2xrbrwbYcOHcztK6+84g44GoR+//13M+fqmmuucfdU6etqqW+rHjMNM59//rkJeWvWrDHrILnCkRaA0J/LRcOU/hz6unqOqwqeBkFX+HJfz9RUEwKzGoan5cgLAmEJAAAAOE/PjZ+Qq3k0s2bNct93DYnTKnFPPvmkVKp0dkGJ2rVry6pVq9wLvLpCjVau0+c0cOVmAVpPerwGFJ1X5Dn0TWnPlIYyV1GGkiVLmqp72dGg88Ybb2TYp0Hoiy++yLBPg6EOvfMs6KB0/lJmVpUDXXRNqIJCWCpo2mU4YYLIvffaVtkFAAAA+atMZGSez9Xhb9nREOZZRU8LNOh2Plzlv61YVeDLL5mDkq87exAgvGvqVBGdNKcVP5Yvt7s1AAAAALJAWCpI2p3omrimi6t17Cjy3HNaEsXulgEAAADIhLBUkLTbcdUqXYrZ+VhD0pgxItdfryVD7G4dAACAzyioamcouhz58BkiLBW0ihVFlixx9ii5SiEuXeoclvfjj3a3DgAAwFauIgnZTfAHckMXtnWVWc8rCjzYQUPSU0+JXHWVSK9eIrqq8/79Ih06iDz/vHNOk0VNeQAAgKIuODjYVFLTstb6JddqnZ2CkpqSt/LUJ0/me1Nwjj1KGpR0rSctVpGbKoVZISzZScPR+vUivXuLLFvmHJY3erSzh2n2bGcvFAAAgB/RRUyrVKki0dHRsnv3blvbEpeUmqfz4ovnvScD+UeDki56ez4IS3bT/wO/+845LO/ZZ52lxXWYXpMmzsDUubPdLQQAAChQWl5aF2S1eyjerF+i83Re30a18r0tODfaK3k+PUq2h6VNmzZJv379ZPv27TJw4EB5+eWXzV8ScpKeni5t2rSRW265RR599FEpEvT/yGeeEWnTxtnLpMUedGieFn545BGRceNETi9CBgAA4A90+F1YWJitbUhKz9uXbbvbjfxjyyDQ5ORk6datmzRr1kxWr14tW7ZsybCacXamTJkisbGxMnToUClytJT4X3+J3HDDmX0TJ4q0bi2ybZudLQMAAAD8ji09S4sXLzaBZ+LEiWYC37hx42Tw4MGmpyk7+/fvl9GjR8vnn39+XlUtfMGkpVFZPzlskjS98HK5evrLEpyaKrJunaReepmsePBJ6fTqaB3MK0VVttfFC4Z3ql+g7weg8P6e4fcFAPgfW3qWNmzYIK1atTJBSTVp0sT0LuVk2LBhUrNmTdm7d6/8+uuvOfZexcXFZdgKjYAAWd/zXvl48nw5ekEds6tYcpJ0mvSUyG23iRw9ancLAQAAgCLPlrCkwaVWrTMT33Sukk7AiomJyfKcVatWyaeffirVq1eXHTt2SJ8+fWTIkCFZHj9+/HgpXbq0e6tRo4YUNkfqNJQ5b34mG7reeWbnZ5+JXHyxyKJFdjYNAAAAKPIC7aqfH5qpYIFOhHMtHGVl2rRpcsUVV8jXX38tzz77rCxbtkzefvtt2ZbFXJ5Ro0aZoX6uTXujCqNTYcVl2dCx8uXTb0lSqTLOnQcOiHTtKnL//SLx8XY3EQAAACiSbAlLZcuWNQuNeYqPjzdlIrOyb98+ufHGG90V87SnqEKFCqaXyYqGsYiIiAxbYbbjqo7ywdSvRLp0ObNz2jSRSy91rssEAAAAoPCHpRYtWphhdS666JjOMdIQlRUdfpeUlOR+fOLECTl27JhUq1ZN/EVCuYoiX33lDEklSzp3RkeLtG8vMmIEy0UDAAAAhT0stW3b1sxbmjlzpnms1fA6duxo5i0dP35c0tLSzjqnV69eZijeDz/8YFZzfvDBB6Vhw4amOIRf0Z61gQOdJcavvtq5TxeyfeUVkWbNRP74w+4WAgAAAEWCbXOWpk+fbgo0lC9fXhYuXCgvvfSSeS4yMlI2btx41jmdOnUyxwwaNMiEpH/++Ufmz5+fq4VsiyQtkLF8uTMkuYYvakVBXZNJe5k8euEAAAAAFJKwpLp3727mG82ePVv+/vtvadSokdnvcDikadOmlucMGDBAoqKizHA8HcbXoEED8WtBQSKPPiqydq3I5Zc796WnOwOUzmX66Se7WwgAAAAUWraFJVW5cmXp0qWLlCtXzs5mFH6NG4v8/rvWS9fKFs59//yj4x1FtLw6FfMAAACAwhWWkI+Cg0VGjhRZv17kyivP7H/rLee6TN99Z2frAAAAgEKHsFTUNGzoLCX++usi4eHOfXv2iHTuLHL33SIHD9rdQgAAAKBQICwV1blMQ4eKaKGMa645s/+jj5xhaupU59wmAAAAAFkiLBVltWuLfP+9yPTpuhKwc9/x4yIPPCDSpo2z/DgAAAAAS4Slok5Lqw8YILJ1q0ifPmf266LAWkHv8cdFEhLsbCEAAADgkwhL/qJCBZFZs5xrM7lKruvivxMmiGjZ9q++sruFAAAAgE8hLPmb9u1FNmwQefbZM2XGtQBE9+4iN90ksmOH3S0EAAAAfEKw3Q3AuZm0NCpP5w3vVP/MAw1J//ufyJ13ijz4oHNek/ryS5ElS5wL3Y4eLVKyZJ7fr7Ao6j8fisZnLcO/XwAAUGDoWfJn9eo511+aM0ekShXnvpQU5+K2OlRPq+c5HHa3EgAAALAFYcnfaQGIXr1Etm1zLmobEuLcv3+/WZfpjuG9pGLUJrtbCQAAABQ4whKcSpVy9iht3izSrZt7d9Ut6+Suh26VjpOekuIxR21tIgAAAFCQCEvIqG5d59ylxYvdVfMCHA65ZPGn0q/fddJi7lQJSj5pdysBAAAAryMswdr115tFa1feP1KSw0uYXaGJJ6TNe69K3/7Xy0VLvxBJT7e7lQAAAIDXEJaQtZAQWXtrP5k18zvZeP2tkh7o/LhEHP5Prp/whPQefLNcsPZXu1sJAAAAeAVhCTlKjCwv3z/ygnz4zkLZ2bKde3/FHX/LLSP7Sc/RA6T8zq22thEAAADIb4Ql5NrRWvVl4fNTZf5Ls+Rg3cbu/Reu/lnuHtRDOr06Skoe+s/WNgIAAAD5hbCEc7b3stYy5835sviJCRJXsaq7CMTF334u/fp1kvZvPy/hxw7b3UwAAADgvBCWkDeBgbL12u4y670l8uN9j8vJkhFmd3Bqqlz2xQfSv08naTPjFQmLi7G7pQAAAECeEJZwXtJCQmXNbQPkvVlL5Y877pfU0OJmf7HkJGnxyTTpf++10ur9NyQkId7upgIAAADnhLCEfJEcUUZ+GfCovPf+97K2571yqlgxsz80MUFaf/imDLj3WrNGU3BSot1NBQAAAHKFsIR8r5y3ctCTMnPmUvmryx2SFhRs9ofFx5o1mjQ0Nf9kqoQknLC7qQAAAEC2CEvwihMVq8gPDz8rs99bIps79XSv0RQee0yunqGh6Rpp9cGbEhp33O6mAgAAAJYIS/Cq2Co15LsRL8r7U7+Wre27iCMgwN3T1PqDN0xo0kIQxWOO2t1UAAAAIAPCEgpEzAV1ZPHoiTJ7+jey+bqbJT0wyD2nSQtBaGhq984LUuLIQbubCgAAABjOCSVAAYmpUVu+e2y8/Hb3YGk+b5o0/vYzU268WPJJuXzB+9Lk64/l72tvkrW39pdjF9Sxu7nIg0lLo/J03vBO9fO9LYAvfLbzin8TQOH994uig54l2CKucnVZNnSsvDf7B1nbs4+khoaZ/RqcLlkyX/oMvFFu+t//SbW//hBxOOxuLgAAAPwQYQm2SihfSVYOGi0z3l9m1mlKDi/pfq7278vl9sfukV4P3Sr1V3wjAWmnbG0rAAAA/AthCT4hKbKcWadp+kcrZeX9IyWuQhX3c5WjNkmXccOlX9/rpOmC96VYUoKtbQUAAIB/ICzBp6SUKClrb+0nM2cvlW9GviIH6zZyP1f64L/S4Z0XZOBd7aTtlPFSev8eW9sKAACAoo0CD/BJ6cHFZNs13WRbh65SY/1v0mz+e1Lrzx/Nc2EJ8dLs81ly+YLZEt2iray/6W7Z3ayNyOm1nAAAAID8QFiCbwsIkL2XtTZbuegoufzzWdJw+dcSnJIsAQ6H1P5jpdliql0oG7rfZcqSp5QoZXerAQAAUATwp3gUGkdr1Zelj46TaXNWyk8DHpW4ilXdz0X+u0vavzNO7uvVVq6Z/IyUi95ma1sBAABQ+NGzhELnZESkrL7jfllz6wCp/dtyabrwA7lg/W/muZCTiXLp1x+b7b+Gl8rGG2+Xbe1ulFPFw+1uNgAAAAoZwhIKLUdQkOy4qqPZyu36Ry798kNptHShFEtOMs9X2brBbO2mjJOt13STTTfcLofqNba72QAAACgkGIaHIuHohfXMIrfTPv5Rlg0ZI4drN3A/F5qYIJd+PVd6D75Z7hp8s1zy9VwJSThha3sBAADg++hZQpGSXDJCNnTvLRu63SWVtm2USxbPkwbLF5nhearSP5ul0j9PS7t3x8v2qzrJlk49ZW/TVqaXCgAAAPBEWELRFBAgBxs2MdvKB0ZKw+WL5OLF88wCt6pY8km5aNlXZosvX0m2XtvdBKdjF9Sxu+UAAADwEYQlFHmp4SVlY5c7zFZh+xa5ePGn0nDFIgmLjzXPlzpyUFp8Ms1sBxpcIls69pBtHbqYQhIAAADwX4Ql+JXDdRvJ8oeelh8fGCW1fl8ujb7/Qi7840cJSjtlnq+8baPZ2r37olnodlv7G2VH62tM4AIAAIB/ISzBL6WFhMj2qzubrXjMUWm44mu5aOkXUmn7FvN80KlUqf37crOdCgmVnVe0l23tu0h0y3aSFhpmd/MBAABQAAhL8HtJkeVkXc8+ZtPFbBst/UIarFhkhuep4JRkqf/Tt2ZLKR4uO67sKFs7dJU9l7WW9GIhdjcfAAAAXkJYAjwcrdVAfrr/Cflp4Aiptnmt1F+xSOr/uETCY4+Z50OSEuWiH74028mSEbKzVQfZftV1srvZVXIqrLj4oklLo/J03vBO9aUoy+t1sQP/HwKAf+D3ve8hLAFWAgPl30uam23Fg09KjfW/m96muj9/J2EJ8eaQsBNx0uj7hWZLDS0uu1q0lX/adJLoK9pLSolSdv8EAAAAOE+EJSAHjqBg2dPsKrMte+gZqbnmJ6m/4hup/fsKCU10Lm5bLDlJ6v38rdnSgouZIXq6jlP0Fe0koVwlu38EAAAA5AFhCTjHwhA7W19rtqCUFKmxfpXU/WWp1Pn1ewmPjXEXh6j1549mUwfrNpboVu1lZ8v2crD+xTb/BAAAAMgtwhJwHsFpV8t2Zvth6FipunmN1Pv5O6nzy/cScfg/93GVtm82W6sP35KEyPIiN3UV6dpVpFMnkYgIW38GAAAAZI2wBOQDR1CQ/NukpdlWDHpSKkVtlNq/LZdav69wlyNXJWKOiMya5dyKFRNp21bkxhtFrrtOpHFjkYAAW38OAAAAnEFYAvJbQIAcbNDEbKv6PCwljhyUWn+sNMHpgnWrJORkovO41FSRH35wbqpKFZGOHZ09TnqrjwEAAGAbwhLgZQnlK8mmG283W1BKsgwN3i+yaJHI11+LREefOfC//0Q++MC5qYsvPhOe2rUTKVHCtp8BAADAHxGWgAKUFhIq0qmzSOfOIq+/LrJ1q8i334osXSqycqVIQsKZgzdtcm6vveYcste6tTM06ab3w8Pt/FEAAACKPMISYBedn3TRRc5t2DCRlBSRVaucwUm31atF0tPPDNn78Ufn9txzzvDUvPmZ8HTVVSKlWNsJAAAgPxGWAF8REnIm/Dz/vEhMjMiyZWfC086dZ47V8KTBSrcXXxQJChK5/HLnuVdf7ex5qlDBzp8GAACg0CMsAb4qMlLkllucm9q719mzpMP1dIuKOnNsWprIn386t1dece6rU8eEpiZlast/jS6TI7XqmwV2AQAAkDt8cwIKixo1RHr3dm7qwIGM4Wnz5ozH79hhtmtPP0wJC5eDDS6W/y66TP67qKn81/BSSYosV+A/BgAAQGFBWAIKq8qVRW6/3bmpI0dEfvpJ5NdfncPzdM5TcrL7cC1ZXmPDH2ZziS9fWQ7Wv1gO1mtsbg/Vu1iSypS146cBAADwObaFpU2bNkm/fv1k+/btMnDgQHn55ZclIIcFOZs0aSIbN250Px4wYIBMnz69AFoLFALly4v07OnclBaMWL9eVsxaKFW2rJcqf6+XiEP7M5xS6sgBs9X99Xv3vriKVU1wkj/biTRrJnLZZSIVKxb0TwMAAOCfYSk5OVm6desmnTt3lrlz58rQoUNl1qxZJjxlJTExUXbs2CGHDh2SYloJTERCQ0MLsNVAISwY0bKlrIstI+t69jG7Shw96A5Olf7ZJBX/2SyhiR7lykVMoDKh6ufvzuysVEn/WiFy6aXOW90aNtR/hAX9UwEAABTtsLR48WKJjY2ViRMnSnh4uIwbN04GDx6cbVhat26d6VmqQIUvIM8SylWS7Vd3NpuRni5l9u+WSlGbpNI/m81txe2bJSQpMeOJBw+eqcrnEhzsDEyu8KSbLqTrcDjLogMAABRytoSlDRs2SKtWrUxQUhqCtmzZku05f/zxh+zbt8+EpdTUVOnVq5e89tpr9C4B5yMwUI5Xr2W2bdd0M7sC0tKkzL+73AGqfPQ2qbBzqxSPO57x3FOnziycO2eOe/fg4uFyrEZtOXZBHTlWo87p21oSW/UCSQ929goD8E2TlnpU2QRQaP4tFfT7De9UX/yFLWEpLi5OatWq5X6sc5WCgoIkJiZGIrVcsoVt27ZJmzZt5JlnnpHjx49L7969ZdKkSTJy5Mgsh/rp5vmeAHLm0H+LF9Qx29aON53e6ZASxw6b4FR+pzM86f2ye3ZKUNqpDOdrr1TlqE1m85QWXEyOV73gdHiqbbbj1WqafScjrP/dAwCAQi493TlCZd8+5zIo5co514UsJGwJS8HBwWf1CIWFhZl5SVmFpSlTpmR4PGbMGJk8eXKWYWn8+PEyduzYfGw14McCAiShXEWz7W5+tXt3YGqKlN270xmgTHjaYbbSB/ZJgA7H8xB0KlXK7dlhtsxOligl0rC+c22ounXPbPq4ShWG9QEA4ItOnRI5dEjkv/+cQcgViFybPv73X5HU1DPnaCEqwlL2ypYta6rheYqPj5cQnZCeSxUrVpR/9eJnYdSoUfLII49k6FmqoevUAMg36cVC5Ejthmbb6rE/KPmkRO7b5QxPe3dK2b3OEKX7glNTznqdsIR4kTVrnFtmOly3dm0R7Y2uWfPsTSv1EaYAAMg3+t9xHVFSIotNHo9zBqTDh509R+dCA1QhYktYatGihUybNs39ODo62gyZ0xCVldatW8u8efPcgWfVqlVSU78oZUF7rpjPBNgjLTRMjtRpaDZPOh8q4sA+E6Ai90VLmf17Tm+7pbRW4LP6hZuYeGZulJWwMJELLrAOUtWqOXumTs+PBADAH+lIkOKxMRIee8zcFtfb43r/mBSPi5Hw4659R00YMn/EzA9ly4rod3fXVr26szhUIWJLWGrbtq3p6Zk5c6apgKfV8Dp27GjmLel8pFKlSpn7nho3biwPPPCAPP3007J161Z59dVX5a233rKj+QDOYz5UbLWaZouWDhmeG97uQpFdu0S2b3duO3acuR8dnbEL39PJkyJRUc4tK2XKOINT1arOrVo1uTQuWE6UrSgnylcywwsTI8tRgAIA4NMC0k5J6Ik4CTsRJ6HxehvrvE048zjMM/ycDkehiSfytyHBwSKVKzv/IOm6dYUhz2BUBP5YaducJV1MVivajRgxQgIDA2XFihXmOZ2zpGXCmzZtmuGcV155xQSrDh06mCF4EyZMkD59nGvHACgCdBhu/frOLbO0NGd3/+7dInv2OG8zbwkZ14vK4Phx57Z5s3vXNZkOcQQESGLpspJUppwklikriWXKSdLpW+fmes55P7V4CYb/AQDOKeiEJCZISFKChCSccN4mnnDuM7dn7ofFx54ORafDkIYjvZ9pbcT8lhpaXBLKVZCEsqe3yNO3nvvKVpT/u6WlqajrD2wJS6p79+5mkdk1a9aYMuLltDKGKbqVcVK4S5kyZWTBggUF3EoAPkF7mvUvVLpdddXZz+vvjWPHMoYnnVi6f79zYqnrVnuhsqAFKUro8IPjR3PVpFMhoWdCVESknCxVWk5GlJFkvXVvZeRkyQj3/eRSEfReAYAvczgkKDVVgpOTJDj5pBQ7mSjFTt8Gn9Rb3Z+UaV/i6WOTzH13CEo4HYxOh6BiyUkF/uPof38SS0dKkv4x0GzO+/rHwZOlyzj/SOix/1RY8dy9cKB/BCVbw5KqXLmydOnSxc4mACgKtIdH/+Ci2+WXWx+jgUp7lzQ47d8v3363RkocPSQljxyUknp79KCExxyV8ONHJTjlzLIDWdFjIg7tN9u5SA4v4QxRpUpLcolSkqJbeElJLlHS3KaElzj92LnfbKef03P1VgtrAECRor+jtbKaDrnOvKWkODf9g5cuC6O353j/+uhDEpyaKkGpyRKUkiLB5jZZgvX+6fATrMHo5EkJTE8TX6JLb+gf3pJP//HN3Opj/UOc2a9/kDtzq/+N0ZERSRFlxBFk61f9IoErCMB/ApUuTaBb48ayRbIoEONwSLGkBAk/fswEJ53s6rrvfOy67xoLfkwCz6ESkA6h0K30wayreebkVLEQE5pSi4ebIROpYc7tlOv29D5ZWlWkRAnnpuPGrW61QIYWw8l8qxvDDAHvBQP9vZHVpkOPddPw4Lpv9djOY1JTpdOuIxKYdkoCT50yy0MEmu2UWX9Pb/W5oNQU9zGe+yTQcXYo8qKLpOClBwY5/9hVvITHH8NO38+w7/Rj1x/Nipc4E35KRjh7e/h9bBvCEgB4CgiQ1PCSEqtb1QtyPjwtTUIS4s34cud23OJ+nPtxqPu52LMW9M0tLb8eHHtMRDdvzyNzBSfPEGV1X48tVsw56dfz1mrfudzqUI/Mmw7LtNqf1Zbp+JKH/hOH3jffPXL3BUTntOUot19mHI7T65A5JCDd4Xxs7qefvn96Ecd/As58qdbbXN6v/Pcu5+u7X/f0Maffw7UG2pn3O/3ep4ejOu+fPj/9zPMBjnTnrfu+HuN67HGMx33R8x0Zzznz2CHyU5nsQ8O5bvol3pdfz/WaRcTFUrjpv2sdUn0qNExSw/SPT2HOPzqFZv4DlOfzHseZY8/s02NOhYWdHglQUtJC+KNTUUBYAoDzrPCXrHOVIspI7Dmd6HCObfeY2BuqE35dk3xP39cKRhkmALv2J8SfHjt/UkJOJnrnh3MNfYnPpxKyPuI+Kdp62d0AIFPvSnpwsKQFB5s5m7qlBQVLRKnizj+KuP7Q4rllta948bN7wq16xy3uv7f6P0krFiKnQkJMiNH76TpEjTCDHBCWAMCuHqziJcympcvPi8NhQpMZd28mGOv4+yS56+LyznWqtFKgbq77nvtcY/v1Nqv7Vvt0OA5QlOiX5lz2TubLltVrajv0Oe1Z1VvPLfM+O48pVkze//NfdwjSeTUaPjQYOcOR83FWhQCGd7KofOpFsfsproO8ISwBQGGnQ0lODxk5WdpjfzsvfhnRoUSeAco158A1QTu3tzkd4zm341yHRGVxfNR/se4hZLnhGraWrdwcYwb9OXRQm/n/zAwF1D062s5937np8xdVLX3my7Pri3wu7q/de/zMa7m+qJ6+735vj/dxBDjPN+1w39fnAt37zLn6XKDz+PTTX+zPPHf69QMy3ncd734uw+MAubn5Bd4JI+f6eq7rh3Ny9HDhX0MHyAlhCQBw7vTLqBaJKIQLDi5ams0Cxj7kojz+5X1lIfn5jALuXQCAc+U/RdIBAAAA4BwQlgAAAADAAsPw/MSkwjQsA0Ch/H1R0BO2AV9X0P/t5d8gkP/oWQIAAAAAC4QlAAAAALBAWAIAAAAAC4QlAAAAALBAWAIAAAAAC4QlAAAAALBAWAIAAAAAC4QlAAAAALBAWAIAAAAAC4QlAAAAALBAWAIAAAAAC4QlAAAAALBAWAIAAAAAC4QlAAAAALBAWAIAAAAAC4QlAAAAALAQbLUTAArapKVReTpveKf6+d4WAEXz3z2/Z4D8McmP/i3RswQAAAAAFghLAAAAAGCBsAQAAAAAFghLAAAAAGCBsAQAAAAAFghLAAAAAGCBsAQAAAAAFghLAAAAAGCBsAQAAAAAFghLAAAAAGCBsAQAAAAAFghLAAAAAGCBsAQAAAAAFghLAAAAAGCBsAQAAAAAFghLAAAAAGAh2GonAAC+btLSKCnKivrPh/zHZwbIf/QsAQAAAIAFwhIAAAAAWCAsAQAAAIAFwhIAAAAAWCAsAQAAAIAFwhIAAAAAWCAsAQAAAIAFwhIAAAAAWCAsAQAAAIAFwhIAAAAAWCAsAQAAAIAFwhIAAAAAWCAsAQAAAIAvhaVNmzZJixYtJDIyUkaMGCEOhyPX5x4/flyqVKkiu3bt8mobAQAAAPgvW8JScnKydOvWTZo1ayarV6+WLVu2yKxZs3J9voarAwcOeLWNAAAAAPybLWFp8eLFEhsbKxMnTpQ6derIuHHjZMaMGbk698cff5Qvv/xSypUr5/V2AgAAAPBfwXa86YYNG6RVq1YSHh5uHjdp0sT0LuWmR+qBBx6QyZMnyxNPPJHjsbq5xMXF5UPLAfiaSUuj7G6Cz+LaoKgq6M82/5YA/2VLz5IGl1q1arkfBwQESFBQkMTExGR7nvZA1a9fX+64444c32P8+PFSunRp91ajRo18aTsAAAAA/2BLWAoODpbQ0NAM+8LCwiQxMTHLc/7++2+ZMmWKvPPOO7l6j1GjRpmhfq5t7969591uAAAAAP7DlmF4ZcuWNdXwPMXHx0tISIjl8Vop7/7775fnn39eqlatmqv30DCWOZABAAAAgE/3LGnJ8FWrVrkfR0dHm/lFGqKs7NmzR37++WdTBa9MmTJm030612nOnDkF2HIAAAAA/sKWnqW2bduaeUszZ86Ufv36mblIHTt2NPOWdA2lUqVKmfsu1apVM4HKU5s2bWTu3LnStGlTG34CAAAAAEVdsF1zlqZPny69evUyvUWBgYGyYsUK85wuUrtu3boMIUiPv/DCC896jerVq0vJkiULvP0AAAAAij5bwpLq3r277NixQ9asWWPKiLvWTdL5Sbmxa9cuL7cQAAAAgD+zLSypypUrS5cuXexsAgAAAAD4ToEHAAAAAPB1hCUAAAAAsEBYAgAAAAALhCUAAAAAsEBYAgAAAAALhCUAAAAAsEBYAgAAAAALhCUAAAAA8LVFaQF/NGlpVJ7OG96pfr63BchPfLYB5Ba/L1BY0LMEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAAN4MSydOnMivlwIAAACAwhOWpk+fbm4TExPd+9auXStxcXFmX4sWLbzTQgAAAADw5bA0duxY+e2336Rp06YSGxsrSUlJctttt8nKlSslLCxMQkJCvNtSAAAAAChAwbk9sGzZstKqVSvp1q2b9OjRQ26//Xbp3r27eayCgoK82U4AAAAA8M2epdDQUHM7YcIEmTRpktx3331Ss2ZNGTx4sNnvcDi810oAAAAA8OUCD2lpaaYnSYfczZo1S0aOHCnXXnut91oHAAAAAL4allJTU+Wzzz4zRRx0qF3Xrl3NXKXmzZvLU089JTExMbJs2TJJSEgwt4sXLy6YlgMAAACAnXOWoqOjZejQoVKyZEnp16+fPPPMM7Jz504ZMGCA3HvvvfLCCy9I6dKlZd++ffLoo49KSkqK3HDDDd5sM+CXJi2NsrsJgFfw2QYAFNqepfr168vevXtNxbsKFSqYYXebNm2Svn37mvlLw4cPl3Xr1kmDBg3M7ebNmwum5QAAAABg95ylwMBAU+Dh5ZdfNsPs/vrrL1Pc4e677yYcAQAAAPDvAg/p6enuqndvvPGG1KpVS8qXLy9Tpkwx+wMCArzXSgAAAADw1bCkhRwOHz4s1113nRw8eFDq1asn06dPN4vSeoYpAAAAAPCrsNSoUSOzMO3TTz8tgwYNMnOYnnzySbPmUnJyspw8edK7LQUAAACAAhTgOI/VZPVUHX6n5cXff/99CQ4OlksvvVSaNm0qviYuLs5U7YuNjZWIiAi7m0P1JwAAgHM0vFP9PJ3H967C/f+fndkgVz1LWv1OK9+5aJnwIUOGuOcpFStWTPr37y87duyQG2+8MT/aDwAAAAC+vc6SOnHihPzxxx9mXpJWxtPt0KFD5rn33ntP4uPjzYK1kZGRzF0CAAAA4D9hSXuQtGR4lSpVzPwk7UkqXry4WZBW12CqWrWqe0jeu+++6/1WAwAAAICX5WoYnvYWdenSRaKjo+X777+Xjz/+2KyzpOFoy5YtMm/ePKlevbqMGTNGbrrpJm+3GQAAAAB8IyyFhIRI3bp15ciRIyYQ6TpLnTt3ltGjR8uPP/5oijtMnTpVOnToYMqLAwAAAIBfhKVmzZrJxo0b5dFHH5USJUqYqnd//vmneW7FihWmuEOdOnVkwIAB0qlTJ1NVAgAAAAD8Yp2lzZs3mwp4a9eulaFDh5oKeWr//v3SsWNHc//uu++WyZMnmzJ8AAAAAOAXYUlrkS9atCjD7eOPPy7r1683c5e+/fZbeeaZZ6Rt27bebTEAAAAA+Eo1PKWV71JSUmTEiBFSqVIlE4y++uorufPOO01YGjZsmCkhDgAAAAB+E5a04p0uNqvzk3ThWR12161bN9OL1KpVK/eqt1o1b+fOnVK7dm1vtxsAAAAAvCrAoQsk5aBBgwamsIMOvdu9e7cJRXpamTJl5MILL3Qfp/tPnjwpW7duFV+jbde5VFp8whXu7DRpaZTdTQAAAAAKzPBO9aWwZYNc9Sxt27bN3Oq8pF9++UX69u1r7mvJ8NDQUHnssceka9eu+dd6AAAAACgsc5bUFVdcIQ0bNjQL0g4aNMhsX3zxhSkbDgAAAAB+G5Z02J1unnr06JHfbQIAAACAwlM6HAAAAAD8CWEJAAAAACwQlgAAAADAAmEJAAAAACwQlgAAAADAAmEJAAAAACwQlgAAAADAAmEJAAAAAIpCWNqzZ4+sXr1aUlJS7G4KAAAAgCLMtrC0adMmadGihURGRsqIESPE4XDkeM4jjzwil19+udx1111Sq1Yt2bp1a4G0FQAAAID/sSUsJScnS7du3aRZs2aml2jLli0ya9asbM9ZsWKFfP3117Jz506JioqS6667Tl588cUCazMAAAAA/2JLWFq8eLHExsbKxIkTpU6dOjJu3DiZMWNGtueEhobKtGnTJCIiwjy+7LLL5OjRowXUYgAAAAD+JtiON92wYYO0atVKwsPDzeMmTZqY3qXstG7d2n3/yJEj8t5778nQoUOz7b3SzSUuLi5f2g4AAADAP9jSs6TBReccuQQEBEhQUJDExMTkeK72Ll1wwQVSuXJl6d+/f5bHjR8/XkqXLu3eatSokW/tBwAAAFD02RKWgoODzbA6T2FhYZKYmJjjuffee6/MmzdPNm/eLG+++WaWx40aNcoM9XNte/fuzZe2AwAAAPAPtgzDK1u2rKmG5yk+Pl5CQkJyPFdDVteuXeXw4cMyefJkGTJkSJbHZQ5kAAAAAODTPUtaMnzVqlXux9HR0WZ+kYaorLz++usyZ84c92MNVjp0DwAAAACKTFhq27atmbc0c+ZM81ir4XXs2NGEn+PHj0taWtpZ59SuXVuGDRsmy5cvl23btsmECRPktttus6H1AAAAAPxBsF1zlqZPny69evUyC9IGBgaadZSULlK7bt06adq0aYZzdF2mkSNHSu/evSU1NVUGDhxozgUAAAAAbwhwOBwOscmBAwdkzZo1pox4uXLlvPpe2pOlVfG02INrrSY7TVoaZXcTAAAAgAIzvFN98RW5zQa29Cy5aPnvLl262NkEAAAAAPCdOUsAAAAA4OsISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAABYISwAAAABggbAEAAAAAL4UljZt2iQtWrSQyMhIGTFihDgcjhzPGTt2rJQtW1ZCQ0OlZ8+eEh8fXyBtBQAAAOB/bAlLycnJ0q1bN2nWrJmsXr1atmzZIrNmzcr2nI8++shsS5Yskc2bN8vff/8tL774YoG1GQAAAIB/sSUsLV68WGJjY2XixIlSp04dGTdunMyYMSPbc/bu3SuzZ8+Wli1bSt26deWOO+6QdevWFVibAQAAAPiXYDvedMOGDdKqVSsJDw83j5s0aWJ6l7IzcuTIDI+3bdsm9erV82o7AQAAAPgvW8JSXFyc1KpVy/04ICBAgoKCJCYmxsxhyklUVJQsWLBA1q5dm+1QP9083xMAAAAAfHoYXnBwsCnS4CksLEwSExNzPDc9PV369+8vAwcOlMaNG2d53Pjx46V06dLurUaNGvnSdgAAAAD+wZawpBXtDh8+nGGfVrYLCQnJ8dznnntOjh07JhMmTMj2uFGjRpl5Ua5N5zwBAAAAgE8Pw9OS4dOmTXM/jo6ONkPmNERl56uvvjJFIX777Tf3fKesaM9V5t4rAAAAAPDpnqW2bduaOUQzZ840j7UaXseOHc28pePHj0taWtpZ52ip8F69eskbb7xhhtSdOHEiV8P2AAAAAKBQzVmaPn26DBkyRMqXLy8LFy6Ul156yTynBR42btx41jlTp06VhIQE6dOnj5QqVcpsjRo1sqH1AAAAAPxBgMPhcNj15gcOHJA1a9aYMuLlypXz6ntpT5YWetD5SxEREWK3SUuj7G4CAAAAUGCGd6ovviK32cCWOUsulStXli5dutjZBAAAAADwnWF4AAAAAODrCEsAAAAAYIGwBAAAAAAWCEsAAAAAYIGwBAAAAAAWCEsAAAAAYIGwBAAAAAAWCEsAAAAAYIGwBAAAAAAWCEsAAAAAYIGwBAAAAAAWCEsAAAAAYIGwBAAAAAAWCEsAAAAAYIGwBAAAAAAWCEsAAAAAYIGwBAAAAAAWCEsAAAAAYIGwBAAAAAAWCEsAAAAAYIGwBAAAAAAWCEsAAAAAYIGwBAAAAAAWCEsAAAAAYIGwBAAAAAAWCEsAAAAAYIGwBAAAAAAWCEsAAAAAYIGwBAAAAAAWCEsAAAAAYIGwBAAAAAAWCEsAAAAAYIGwBAAAAAAWCEsAAAAAYIGwBAAAAAAWCEsAAAAAYIGwBAAAAAAWCEsAAAAAYIGwBAAAAAAWCEsAAAAAYIGwBAAAAAAWCEsAAAAAYIGwBAAAAAAWCEsAAAAAYIGwBAAAAAAWCEsAAAAAYIGwBAAAAAAWCEsAAAAAYIGwBAAAAAAWCEsAAAAAYIGwBAAAAAAWCEsAAAAAYIGwBAAAAAAWCEsAAAAAYIGwBAAAAAAWCEsAAAAA4EthadOmTdKiRQuJjIyUESNGiMPhyNV5v/76qzRo0MDr7QMAAADg32wJS8nJydKtWzdp1qyZrF69WrZs2SKzZs3K8bw1a9ZIz549zfkAAAAAUOTC0uLFiyU2NlYmTpwoderUkXHjxsmMGTOyPSchIUFuvvlmGTJkSIG1EwAAAID/siUsbdiwQVq1aiXh4eHmcZMmTUzvUnaKFStmhuBdffXVuXoP7X2Ki4vLsAEAAACAT4clDS61atVyPw4ICJCgoCCJiYnJ8pyQkBCpVq1art9j/PjxUrp0afdWo0aN8243AAAAAP9hS1gKDg6W0NDQDPvCwsIkMTEx395j1KhRZqifa9u7d2++vTYAAACAoi/YjjctW7asqYbnKT4+3vQe5RcNY5kDGQAAAAD4dM+SlgxftWqV+3F0dLSZY6QhCgAAAAD8Niy1bdvWzFuaOXOmeazV8Dp27GjmLR0/flzS0tLsaBYAAAAA2DsMT+csTZ8+XXr16mUWpA0MDJQVK1aY53SR2nXr1knTpk3taBoAAAAA2BeWVPfu3WXHjh1moVktI16uXDmz3+FwZHte+/btZdeuXQXUSgAAAAD+yrawpCpXrixdunSxswkAAAAA4DtzlgAAAADA1xGWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAAfCksbdq0SVq0aCGRkZEyYsQIcTgcOZ4zf/58qVmzplStWlU+/vjjAmknAAAAAP9kS1hKTk6Wbt26SbNmzWT16tWyZcsWmTVrVo7hqnfv3vK///1Pvv32WxkzZoxs27atwNoMAAAAwL/YEpYWL14ssbGxMnHiRKlTp46MGzdOZsyYke0506dPlw4dOsjAgQPlkksukSFDhsgHH3xQYG0GAAAA4F9sCUsbNmyQVq1aSXh4uHncpEkT07uU0znXXHON+3HLli1lzZo1Xm8rAAAAAP8UbMebxsXFSa1atdyPAwICJCgoSGJiYswcptycExERIfv37892qJ9uLtqT5XodX3Ay4YTdTQAAAAAKTJyPfA/3bEtOdRNsCUvBwcESGhqaYV9YWJgkJiZmGZYyn+M6Pivjx4+XsWPHnrW/Ro0a59V2AAAAAOdutPie+Ph4KV26tG+FpbJly5qCDZkbGhISku05hw8fzvXxo0aNkkceecT9OD09XY4dOyblypUzPVl2pFcNanv37jW9YshfXF/v4xp7F9fX+7jG3sX19T6usXdxff3rGjscDpMntMp2dmwJS1oyfNq0ae7H0dHRZsicBqLszlm1apUMGDDAPF63bp1Uq1Yty+O1Fypz71WZMmXEbvrBsPvDUZRxfb2Pa+xdXF/v4xp7F9fX+7jG3sX19Z9rXDqbHiVbCzy0bdvWJMuZM2eax1oNr2PHjmbe0vHjxyUtLe2sc2655RaZO3eubNy4UU6cOCGTJ0+Wzp0729B6AAAAAP7AlrCk84+0FLiW/y5fvrwsXLhQXnrpJfOczlnSQJTZpZdeKg8//LA0b97c9ChpsHrwwQdtaD0AAAAAf2DLMDzVvXt32bFjhyn/rWXEdS5RThUpXnjhBbMw7b///ivt2rXLds6Sr9EhgU8//fRZQwORP7i+3sc19i6ur/dxjb2L6+t9XGPv4vp6X2ghvMYBjpzq5QEAAACAH7JlGB4AAAAA+DrCEgAAAABYICwBAAAAgAXCUj44cuSI1KpVS3bt2pXrc1auXCkXXXSRqQY4ceLEDM/Nnz9fatasaRbJ+vjjj8Xf6QLGus6WVkocMWJEtkVAXPr27WsWH8686f9Her6uueW5//nnnxd/lZfrq5o0aZLhGg4cOND9HJ/h/LnGY8eONevP6UTYnj17msXzcnP9/UVermt2n8233npLKlWqJLVr15Zly5Z5seVF+xrzufXu9eV3r3evMd8fvP89eGVh+w6sBR6Qd4cPH3ZcccUV+i/PER0dnatzDh065IiIiHCMHTvWERUV5bj88ssdy5YtM89t3LjRERIS4pg2bZrjr7/+ctStW9exdetWh786efKk48ILL3Q88MADju3btztuvPFGx3vvvZfjeQkJCY6YmBj39s033zjq1avnOHXqlGPbtm2OmjVrZnhe38cfnc/1DQ8PN59l1zVMTEw0z/EZzp9r/OGHH5rP7O+//+74559/HA0aNHCMHj06x+vvL/JyXbP7bC5ZssQRFhbm+OKLLxy//PKLo1atWo4jR444/FlerjGfW+9eX373Fsw15vuD974HHyqE34EJS+fp2muvdbz++uvnFJYmTZrkaNiwoSM9Pd081v849+7d29x/+OGHHZ07d3Yf+9prrzmefPJJh79asGCBIzIy0vzyUuvXr3dcddVV5/w6nTp1cnz00Ufu/5jfeeed+d5Wf7q+P//8s6NVq1aWz/EZzp9rPH78eMevv/7qfjxmzBjHDTfckOP19xd5ua7ZfTZvuukm84XKZdiwYeY/2P4sL9eYz613ry+/ewv+OwTfH/L3e3Bh/A7MMLzzNG3aNBk6dOg5nbNhwwbp0KGD6b5VLVu2NOtNuZ675ppr3Md6PueP9HroOlzh4eHu4Qdbtmw5p9f4888/JTo6Wu68807z+I8//jCbdqVXrFhRnnrqqVwPiypq8np99frt27dPKlSoYK7joEGDJDk52f2afIbP/xqPHDlSWrdu7X68bds2qVevXo7X31/k5bpm99nkc5s/15jPrXevL797C/Y7BN8fcnau34ML43dgwlIu9OjRw/zDyLy9+eabZozmuYqLi8twXkREhOzfvz/H5/zxGk+ePDnD9dB/XEFBQRITE5Pr137jjTfMf1ACA50f96ioKOnWrZusW7dO5syZI1OmTJFPPvlEirL8vr76BahNmzby888/y7fffitLly6VSZMmmef4DOf/Z1g/swsWLJD7778/x+vvLzJ/znJzXfnd6/1r7InPbf5fX373FuxnmO8POTvX78GF8fdwsN0NKAzeffddSUpKOmu/TmDNi+Dg4AwrF4eFhUliYmKOz/njNX799dfdf33IfE10smZOjh07JgsXLjSv47J48WL3ff1HqX8R0QmFrr8cFUX5fX31PxCexowZY0KB/lWZz3D+fobT09Olf//+ZhJ348aNc7z+/iLz5yw315Xfvd6/xi58br1zffndW3CfYb4/eEdwIfw9TFjKBa2OlJ80ZB0+fNj9WCsFhYSE5PicP17jypUrm0o2ns7lmnz++edy9dVXZ/tLUbvS//33XynKvHV9ra4hn+H8vcbPPfec+Y/2hAkT/PoznJl+zs71uvK71/vX2IXPrXevrwu/e713jfn+4B1lC+HvYYbh2UBLWK5atcr9WLtzq1WrluNz/ijz9dCxwzo+O7e9evPmzZObb77Z/Vj/8n/JJZdk6AHQ19cylf4or9dX5yTs3bvX8hryGc6/z/BXX31lyqp+9tln7jH3OV1/f5GX68rv3oL57PK59d715Xdvwf3+5fuDd7QojL+H7a4wUVRYVQGJjY11pKSkWJZZ1BK1S5cuNc9ff/31jiFDhrgrtZQoUcKUTIyPj3c0bdrU8corrzj8VWpqqqNChQruUp8DBw50dO3a1f28lu3Ucp5WtJyqlqDcsWPHWZVb+vbt6/jzzz8dEydOdAQHBztWrFjh8Ed5vb4DBgwwFa5+++03x6xZs8xnVm8Vn+H8ucZbtmwx13H27NnmOurmquiU3fX3F9ld16yuaXafzYULFzqqVKni2Ldvn+PAgQOOatWqOebPn+/wZ3m5xnxuvXt9+d3r/Wus+P5w/t+DY4vQd2DCkhfDktbi17KVVt555x1HsWLFTElLXc9D/+PsomtS6D9SrUPfrFkzv16HwvUlRteVKFeunPmlt3nz5gzXfd26dZbnff/9945KlSqdtX/37t2ODh06OEJDQ80aIP7+hSgv11f/I9OjRw9H8eLFzef87bffzvA8n+Hzv8Zaulqf89z0Wufm+vv7dc3u90JWn00tY3v33Xeba6qbfqFylbb1Z+d6jfncevf68ru3YH5P8P3h/L8H1yxC34ED9H/s7t3yV9odvHXrVjMmtmTJkhme09KWOg62Xbt2PjFe024HDhww5SO1BGi5cuXsbk6R443ry2c4Iz7DvnNds/tsaqnghIQE81zmwhz+is9u4bq+/O49G59h3xNdiL4DE5YAAAAAwAIFHgAAAADAAmEJAAAAACwQlgAAAADAAmEJAFDkxcTEWO5j2i4AIDuEJQBAkXfnnXfKI4884n586tQpszDlihUrbG0XAMC3UQ0PAFCk7d+/X+rUqSNffvml9O3bV4oVK2b2796926wOHxwcLOnp6aZM7QcffGB3cwEAPoSwBAAo0oYMGWLWWfn0008lNTXVhCVdw6NGjRqSlJQkYWFhkpaWZjZfWNMDAOA7GIYHACiydHHDadOmSeXKlc0is19//bW0aNFCrr/+evO4TZs20rx5c3nqqacISgCAsxCWAABFUkpKihl2FxkZ6d53/PhxqVu3rmzatMkMvVu9erU89thjpqcJAIDMgs/aAwBAEbBhwwaJj4+XwYMHy8GDB82+wMBAWbRokQlMLidOnDA9TQAAZEbPEgCgSNLhdn/88YcUL148w/4uXbrI9u3b3dtrr71mWxsBAL6NniUAQJFVqlSps/YtWbJELr74Yvfj2NhYufbaawu4ZQCAwoCwBADwKzrkbu7cue7Hel8DFAAAmRGWAAB+hZ4lAEBuMWcJAFCk6fpJp06dkuTkZHfPklbDc20TJkww+/UYrZAHAIALPUsAgCJfQvzkyZNyxRVXyLFjx0xFvAsvvDDDMbo+uy5Su3jxYmnatKltbQUA+JYAh/4XAgAAAACQAcPwAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALBCWAAAAAMACYQkAAAAALPw/2Qw+GX1zYykAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0sAAAIfCAYAAAChLEcjAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAAdkRJREFUeJzt3QmYjeUbx/HfmLFnX7JmTaUSofQnSxHZUim0SFGIZC2FaEOULW0i2lVKKiGUtGgh2Uu2bNkZ+z7/635fZ84MBzPMzHuW7+e6zuV9zsyZuccwc37neZ77iYqLi4sTAAAAACCRdImHAAAAAABDWAIAAACAAAhLAAAAABAAYQkAAAAAAiAsAQAAAEAAhCUAAAAACICwBAAAAAABEJYAAAAAIADCEgAAAAAEQFgCAISF+fPn66233tKOHTuS/dgDBw4ketzChQv18ccfJ/vjbN68WVdddZUmT56c7McCAIJPjNcFAAAi07x585Q5c2alS3f21+2OHj2qDBkyqEyZMqd9n59++kldu3ZVkyZNkl3L6NGj1a9fP/3999/KmzevZs+erSeeeEJ16tRRrly5kvxxJk6cqMWLF6t06dLJrgEAEHyi4uLi4rwuAgAQebJkyaKYmJhTwlJsbKyyZs3qvC1hWLrxxhs1adIk5+02i5QzZ05lypQp/n369u3rhJ3x48ef8rkOHjwo+3VXoUKFU9525MgRJ9xcf/31eu+99+Lf/5JLLnHCkgWpQI/566+/nLCXsM7GjRsrX758GjNmzCmPOX78uA4dOuSErwIFCiTr7woA4A3CEgAgaOzdu1fZsmXTd999p5o1a552RqpKlSrKmDFjfFCxX2W7d+92AlhUVJT27dunHDlyJApb1157rWbOnHnKxxs+fLgee+wxLVu2TCVLloy/f8KECbrjjjuc2aKTZ6vWr1+vokWLntPXaKHOZrEAAMGPsAQACKmwFMiQIUP0zDPP6J9//nFmqooUKaKvvvrKmY06k5UrV6pcuXLq2LGjXnjhhVPeftddd+mLL77QlClTnJknH/vVuX//fiewRUdH6/Dhw85epapVqzqzSja7ZcsGb7vttmT+DQAAggkNHgAAnrHlbtZc4Xz88ccf6tOnj5577jlnCVyePHnUrVs3Pfzww2ds9mBL4u69916VKFFCTz/9dMD3seDzv//9z1mON2rUqPj7bfbKt1TQrgcMGKCdO3dq0KBBztttNoomDwAQ+ghLAADPtG7dWrVq1Trr+x07dsy5ncxmoOzxtWvXdpbN2SyQb6mbLZO74YYbnNmmQB/vvvvuc5oxPPXUU84Mk+1BOvn277//6sUXX1S9evXUtm1bZ6bKQlFCU6dO1bPPPqv+/fs7wc+W6NlMk4Uxu054C/Q1AACCF93wAACesWVsdjtZoAA1duxYtWrVyrm2GSMLRK+++qoTuEaOHOnMLN1666165513dPfdd+vLL79Uy5YtdeWVVzp/2tuqVavmLPN7++239dlnnzkNIx555BEnLJ3JL7/84iwLXL58eaLueL/++quaN2/uNG9o06bNKY97//33E43XrFmjYsWKJevvCADgHfYsAQA8YwFjxYoVmjVrVqI9Sx9++KHTxMHHZmqspXfu3Ln122+/OTNG1onu5ZdfdsKKz5tvvqkGDRqoUKFC8ffZkjhbZmd7i6zBg3XRMzbjdPHFFzuzQba/yJby2ftaowefH374QdWrV9eGDRsSfUwzffp03X777apbt67zca1rnnXDMzZrdcEFF+iVV15xxtal74orrtB///1HJzwACCHMLAEAgo4FiuLFiwd82zXXXOO0+LaZHl/w8bEW4LYUr127dvH3NWrUyAlQtizOgpiPBSVjocvYkjybhUrIQpLtSzo54NjnsJkqC0c2e2RByhpL+Lrz2T4mu/nGFtRMwjbjAIDgx54lAEDIscNpn3zySW3atElz5sxxgtPatWudM5jsYNp169bFv681Z+jRo0eioHQye5xv/1NCvhmlk8+CsvBls1iffPKJMysFAAhPhCUAQMiZMWOG3nrrLedQWlu69/333zvtvO08pMqVKzt7i3weffRRZ7mer/lDILbfyR6fcEmfLywFOk/JZooeeOCB+Jki27N0Jmd7OwAgOLEeAAAQcqw5gwUjW4aXPn36REvdLDgZ24tks0+dOnVyGjzcf//9WrhwoQoXLpzoY1m775deeskJVAmbN/j2GiXl8Flb4ne6++1j//zzz06dCQ/KBQAEP8ISACBNHT161AktNitky9/scFdr023s2tiSOt995siRI06Th1KlSjkNGCwQ+ZpC+PYc/fjjjypfvnyiQDVs2DBnz5IdOGtnMOXPnz/+7fZxrPHDRx99pJ49e6pDhw7xs0DPP/+8s5Rv2rRpTuvw5IYl+xg2U2Wd/qz5g4Uuq8EX7AAAoYFueACANLVt2zZndseCxMl7gU7HwoeFpU8//dQJRNa1rmPHjs7bLHDVr19fS5cudQKKj318a8Lw+uuvn/LxLJRdf/312rx5sxOomjZtmujtdqbSt99+69xvgSq5+5KaNWvmdMOzQ20t6BGSACA0EZYAABHJglKWLFnO2PjhXNkSQQtL1rUPABC6CEsAAAAAEADd8AAAAAAgAMISAAAAAARAWAIAAACAAAhLAAAAABDJ5yxZ29mNGzc6XY+ioqK8LgcAAACAR6zH3Z49e1SoUKEzH2MR55FFixbFVapUKS5nzpxx3bt3jzt+/PhZH3PllVda5774W+vWrZP8+datW5fosdy4cePGjRs3bty4cYvs27p1686YITyZWbKTzu1E9bp162r8+PHq1KmTxo0bp/vvv/+0j7EDBFeuXKktW7bEH+5nBw4mle8cDTuRPXv27CnwVQAAAAAIRbt371bRokXPetaeJ2FpypQpzonrQ4YMcQ4E7N+/vzp06HDGsDR//nyVK1dO+fLlO6fP6Vt6Z0GJsAQAAAAg6izbczxp8LBgwQJVqVLFCUrGQtDSpUvP+JjffvtN69evd8JSzpw51b59e2eG6nTsbZYYE94AAAAAIKk8CUsWXEqUKJEo0UVHR2vnzp2nfczff/+tatWq6ccff9S0adM0ffp0DR069LTvP2DAAOXIkSP+ZtNsAAAAAJBUUbZxSWns8ccf15EjR5xleD4WZn755RcVLlw4SR/jnXfe0YgRIzR37tzTziwlnHnyrUu05X8swwMAAAj+TsaHDx/2ugyEKOtxYJMxp2PZwCZUzpYNPNmzlDt3bi1evDjRfda6L0OGDEn+GPnz59eGDRtO+3Zr/pCcBhAAAAAIDhaSVq9e7QQm4FzZ1p0CBQqc17FBnoSlypUr680334wf238GmwWyEHU61113nT7++OP45XRz5sxRsWLF0qReAAAApA1b9PTff/85swL2vO+MZ+AAp/k3ZJ20rYu2KViwoEIqLFWvXt2Z+ho7dqzTAc+64dWuXdv5T7Fr1y6nhd/J02aXX3652rZtq759++qvv/7SSy+9pFdeecWL8gEAAJBKjh496jzRtcNCfc3AgOTKnDmz86cFJluRdqYleUEXlmJiYjR69Gi1aNFCPXr0cF4xmDVrlvO2XLlyOW3Cy5cvn+gxL774ohOsatWq5XzBgwcP1n333edF+QAAAEglx44dc/5MzvYMIBBf2LZeCSEVlkzjxo2dQ2bnzZvntBHPkyePc//p+k3YmsOJEyemcZUAAADwwvnsMwFS6t+QZ2HJ2IarBg0aeFkCAAAAAATEjjkAAAAgDVmXP1sa5mONy+xM0ZMtXLgwVT7/jh07tHfv3lT52OHG05klAAAAICmGTl+epp+vS50y5/S4q6++WuvXrz9jcwoLSy1bttRzzz3njEeNGqUrrrhCl1xySfz72HaVChUqOFtWTt7LbwYNGqQ2bdpo5MiRTvixPgDWPK1379669dZb9dBDD+nmm28O/LV16eJ0mm7Xrp2eeuopffbZZwHf7/vvv4/fKhOpCEsAAABACh6GauGnSZMm8ffVqVPHua9EiRIBH7N27Vo98MADie6zY3YsDFlQ2rlzp9MELSFrkGZvr1SpktMMw5qn2R4da5Axc+ZMDRw48Iyd4jJlyhTfLc4CVvPmzRO9T/HixWmyQVgCAAAAUq+pwMaNG53ZoSJFipzyvrb8btKkSVqwYIFznui0adOcWSELKjbb8+uvvzrNz2yGqH379vGdoG0m6aKLLnLarNvyPVtSZ2cJXXbZZU6H6Rw5csTPUll4spsFn59++kmrVq3SihUrnDotcPm6Dybla4lE7FkCAAAAUpjNDFk355tuusk5M8qW1NlSOws5tgTOd5yOsdBTuHBhp/Pzhg0b1K1bN73wwgvxs0l2hE6nTp2cUGViY2P19ddfa8aMGRo3bpwTfg4dOuSEq08++UR79uxxAle+fPmc4OSbZbKlfRbQNm/eHH9tSwJtCZ/VZoHLApJdn7yvKlIxswQAAACkwnK8evXqafz48YnunzBhgrPPyFSuXNkJSr///rt69uypL7/8UsuWLdPbb7/tXNsZo7b3yfYNlS5dWrfffruWLFniLOfr3r277rjjDtWvX1+5c+fWmjVrnI9toczClS3Re+2115z3t31JxvZJ2c32KtnyPQtGf/zxh3N+qS3D+/PPP9WxY0f9+OOPnvydBSPCEgAAAJCCfMvXpk6d6szSJLR7926VLFkyfjx37lynKYSxJXUPPvigsmXLpqpVqzpL6Xx7i8wXX3yhjBkzOjNK1sDh3XffdWaHtm3bpquuukodOnTQ6tWrnVkj3xJAm9VKyJb1bd261Zm9sjB24MABPfLII05Ys5mk7du3O7NS9n4FCxbUL7/8okjGMjwAAAAghezbt88JOxY2bGZp8eLFiW5Dhgxxlrj5WNipWLGiE5RsX5PNEj388MNO+EkYlEzjxo2dP2vWrKnffvtNRYsW1euvv65evXo5M00Wwh577DFnb5Kx/Ullyvi7+v3888+qVq2as9yvX79+GjZsmLPf6aOPPnJmpmzPVJUqVZxru3333XeKdIQlAAAAIIVs2rRJefPmdYKOzcrYLE3+/PmdsV1bqLG9TD625M3ClXWwu+GGG5z7rMlDdHS0s6fJd7PZqilTpjhvt31J5cqVU9myZZ1OeVdeeaWyZ8/udLbr37+//v33X2dfkoWm//3vf/Gfa/LkyU6gskYRvv1Q1izC6juZfb7MmTMr0rEMDwAQUWeunOvZKQBwNrYczpaxFStWzAkztWvXdpos+PYpWae6Xbt2JQpLr776qp555hln+dyHH37o3Ged68aMGaNWrVrFv58t5/PNNLVo0UJNmzZ17rMAZPuZrMX4vffe64Qce/tdd93lfJ6Ey/CefPJJZc2a1dmz5PPXX385e5VstsrCnLH9TEuXLnVmwhIuGYxEzCwBAAAAKeDbb791ls9ZB7p169Y5Mz+LFi2Kf7vNAl166aX66quv4u9r2LCh0zHPAo+FGOtyd7qW3QnvtzBjQcxC0W233eYs+7vmmmuct9nHsVpsT1JCFpQSshqtC5+FKqvD9k/5brZ8LwPnLDGzBAAAgOAXCrPC1vnODqC1ZXAWPqyznC2Rs9kbY0vf7H2sq53NHNnBtdb625bV2R6k5cuXO3uILPjYvqXOnTvHf2xrB273+1gosyV8I0aMcPYe2bhRo0Z67733nLBkM0WDBg1S3bp1nYCWkHXgsy57n3/+efw+qEDiEny+SMXMEgAAAHCe7AwkO2DWls598MEHatasmfr27esEmccff9xp3GAsxNiyPFuyZ4fV2tu/+eYbZ8+RLX+zt1tXOlueZ0v2fDc7cNbOUjL22OHDhzvvb/ui7Pbpp586Qc2W/9WoUcNpzmBh7dprr3UOvPWxAGUH0VavXt0JVjb7ZB/Xardlfb6bNZw4dOLzRbKouAiJjNam0aZE7RAv+8cIAAht7FkCwtPBgwed/Tt2ltDJ3eBCITDZDE9CCxcudO6385DsvKST2VPxk5fdWUc9O6fpdMvgbGbIQo81grAQlfAgXGvocPnll8ffZ8v6bHmeNZ04Hft4FqCsLXmk/FvancRsQFgCAIQkwhIQnkI5LCH8whLL8AAAAAAgAMISAAAAAARAWAIAAACAAAhLAAAAABAAYQkAAAAAAiAsAQAAAEHCurdZh7bksANtz8X+/ft1/PjxU+63c56sk9zZHmvvlxasc521N/cCYQkAAADwgB38aucbJfT88887h8kmlR04e/fdd2v79u3J+tx24KydCVW+fHnnli5dOufMJru2+3v16nXGx7/wwgvOgbd79+7VnXfe6ZwldbozpLZu3Rp/38aNG/XQQw/Fh7T77rtP//zzzxk/V5cuXdS0aVN5gbAEAAAAnCd70p8zZ04VL17cucXExKhIkSLOQbQXXHBB/P123bdvX+cx9957r5544on4j3H48GF9+eWXevzxx5P0OV9//XV16NDB+Vw1atTQFVdc4dxy5cqlxo0bO2HF58EHH1Tp0qWdGi+++GJNmDDBCSl2aO6cOXPiZ6j+/PNPLV26VC+99JJzn80wnRzojH1dFrDs67nnnnv0yiuvOMEp4ee0oBQdHR1/jtGjjz6qXbt2ad68ec77m2+++eaMM1T29mnTpmn9+vVOzWktJs0/IwAAABBm0qdPr86dO6tfv37OuFChQvr+++81ffp0/fLLLxo3bpxzf6tWrZQhQwbn+v3331elSpX0v//9T02aNNHEiROdWZhq1aqd8vG//vpr5/3MihUr9NhjjznL9T755BMnHNlskLGPYWFrzJgxTljxefPNN/XXX3+pXr16p8zk/Pfff7rooouULVu2Uz5v7dq19fPPPzvBKCELRTY7ZEHN2LV9DvtYBQoUULly5bRjxw4naBUrVkxPP/20pk6d6oTKgQMH6o477tBdd93lPN7+7gKxeu+//36NHz9eJUuW1PXXX68sWbKofv36SivMLAEAAADnKWPGjInGNsuSI0eOgO/rC0s2wzNixAj16NHDmV2xJXgfffSRM/viu1nYstmZa665Jv7xs2fPVpUqVZy3bdu2TTfddJMzGzR8+HAnKE2ZMkX58uU7a82vvfaaChcurIYNGzpjm5WymnxjY4HPgpDtGUp4+/33350ZI9/Y3sdmxiwoGZuxstkg+3vZtGmT2rZt64QiCzt16tRxvs7cuXM77xto35Q9vm7dus7fj4Ukq/Orr75ylvBZ2Ao025UamFkCAABAcKtUSdq0Ke0/rz3xnzs3Se+acBZny5Ytzp958+Y96/vaTIvN9rzxxhvKnDmzszdn7Nix+uOPP/Tyyy/riy++0M033xw/g2MeeOCB+Gt7/1mzZunqq69WxYoVndmdUqVKJalmmx2y4OKb9TIzZszQoEGD4sfR0dFOGEr4+S3cWKiyQLh27VpnVsqcbobI9kcl3LdkLAj5PlbCWSsLQRbinnvuOWep3q233hr/trJly+rbb791ZqXeeecdde3a1dkv5VvmlxoISwAAAAhuFpQ2bFCosCVztocoqWwWyMJO1apVnSBlzRpsNsZUr15dt912W6L3t2V0y5Yt0w8//ODMthQtWlQffPCB03Th7bffTvLnThhSbKZqwIABp9xvbDYoU6ZMzv4lC0Q2g2T7h6whhM0A+cLSyZYsWeKEIZuxshmiQM0fDhw44Hx8Y+9rwXHz5s3O7Jj9fdjnSxgu7XNbILQlfrb3ywJihQoVlFoISwAAAAhuJ5Z2hcLntZbaFjreeustZ+wLPzZjYk/0T7Zz504nENmMiW/pnC1f87UPt5mfk40ePVrz58939u5Y8wP7nDYDY2Fm3759TjixMLJ8+XJnBqZFixZnrfvff/919izZ0r+THT5Rt33ckSNHqmbNmvFL9CZPnpxo2Z6xz217nWzWyQKQLdmzxhK23NC8++67zt+JLc2z2Snf120hzYKQ7feypYr2dZ1J+/btE814pQbCEgAAAIJbEpfCec1mSWyJmO0hslkR34zNU0895Syxs/us2UFCQ4YMcfbjJNxj9N1332nVqlVOcLGQcTKbQTIWqKxrnQUYW5LWs2fP+PBgS9hsOZstU/Ox4LJnzx4npNhMVsL7LbRcfvnl+umnn5L89d58881ORz/7XAlnoywgWo0245M1a9ZEX4N1t7NlftbswZYaXnLJJfF7uIx1DDT292EzTglnlRKeu2Szd/Z3m9po8AAAAACkAAtE1oBg2LBh8fdZlzpbVmazMxaCErIZJAs0CZeo2Z4ha/ZgZy317t37tJ/Lut7Z8jebvbGlcBs2bHCCiwUfa81tS9RsaZ7tOfKdVWSd92zfjwWURo0axc8YWcvwSy+91FlqZ5JyAOzq1at14403OkHIOvL5lgf6Wofb5/J9bmP32yzaM8884wQdm6WyhhTW2c9myU5ms0r2daxZs+aUm+1RSvixUxMzSwAAAMB58nVnu+WWW876vhZo7NamTRunlXiZMmXiA0jr1q316quvOh3gLGjlz59fffr0OWWGxZa+LVq0KH6/0NChQ53PbbM9Fp6s25y17/Zp1qyZM6NkocjHltNZo4bu3bs7n9daltueoZPPeTpy5Iiz/8hmpZ588kknoNnMlDWfsHOi7PEWnKwpg72vhbST2fJAm1WzmTSry74mO5R38ODBTpMKO9TWzmzyCTSjlNDZ3p5SCEsAAADAebKQYMvLbEncmdhyNwsK1iDBlqFZqDHW0MC63Nn5SQ0aNIhfsmb7mWzmxT6uLdfzscYHFpRsFsg+js3W2B4lC17W+MEOoE0o0JI1W+ZntVhb8nbt2jmNIuyA2ZYtWzrhJ126dM6skd1nnf1siaHVZqHKZtGMzWbZOUj2/rYs0Ma+joB2jpQv1FgQsvOaVq5c6QQya2Bh+62s1bj9XdiMU8IufDYTZYHs5GYTvhm5hIffpibCEgAAAJACYcmCju9Q2tOxmSRb/mZ7iWyGxc5i6tSpk9P0YNSoUU4g8bFZH9tD1Lx5c6dhwp9//umcW2SzMzNnztS6deuc8GENEWxZnS3NK1++/FlrtTbetWrVcv588cUX4wOOBaFff/3V2XN1ww03xM9U2ce1Vt+Blr5ZmPnss8+cr92WzdkyRF84sgYQ9nX5WJiyr8M+rj3G1wXPgqAvfCX8+7QQGKj9uu1rsnbkaSEqLq1imcdsI5j9Y7RvUmr2YgcApI2h05ef0+O61HGXuwAITtbRzZajlShRIn4PTSiw/TgWJs7leaaFHmtycOGFF552iZ/NpviaQ9jyNTuYtmTJkk7gSsoBtCezs5lsX1HCpW8+p2sskRIsKCZs6ODVv6WkZgNmlgAAAIDzlCtXrnN+rC1/OxMLYQm76FmDBrudD1/770BSKyiZtApKKYVueAAAAAAQAGEJAAAAQSdCdoogyP8NEZYAAAAQNHxNBHxnAAHnys5q8nUOPFfsWQIAAEDQiImJcbqkWac2e5IbqHU0cLYZJQtK1r7c9l+dzwG2hCUAAAAEDTuXp2DBgk4Xs3///dfrchDCLCjZOU7ng7AEAACAoGId0+yMIZbi4VzZrOT5zCj5EJYAAAAQdGz5XSids4TwxCJQAAAAAAiAsAQAAAAAARCWAAAAACAAwhIAAAAABEBYAgAAAIAACEsAAAAAEACtwwEgyA2dvvycHtelTpkUrwUAgEjCzBIAAAAABEBYAgAAAIAACEsAAAAAEABhCQAAAAACoMEDACBF0IgCABBumFkCAAAAgAAISwAAAAAQAGEJAAAAAAIgLAEAAABAAIQlAAAAAAiAsAQAAAAAARCWAAAAACAAwhIAAAAABEBYAgAAAIAACEsAAAAAEABhCQAAAAACICwBAAAAQACEJQAAAAAIgLAEAAAAAMEUlhYvXqzKlSsrV65c6tGjh+Li4pL82F27dqlgwYJas2ZNqtYIAAAAIHJ5EpYOHTqkRo0aqWLFipo7d66WLl2qcePGJfnxFq42bdqUqjUCAAAAiGyehKUpU6YoNjZWQ4YMUalSpdS/f3+NGTMmSY+dPXu2vvjiC+XJk+esgWz37t2JbgAAAAAQ1GFpwYIFqlKlirJkyeKMy5Ur58wunY0FoLZt22rEiBG64IILzvi+AwYMUI4cOeJvRYsWTbH6AQAAAIQ/T8KSzfKUKFEifhwVFaXo6Gjt3LnzjI+zGagyZcqoWbNmZ/0cTzzxhDN75butW7cuRWoHAAAAEBliPPmkMTHKmDFjovsyZcqk/fv3Ow0fAlm2bJlef/11zZ8/P0mfwz7+yZ8DAAAAAIJ6Zil37tzaunVrovv27NmjDBkyBHx/65T30EMP6bnnnlOhQoXSqEoAAAAAkcyTsGQtw+fMmRM/Xr16tbMfyUJUIGvXrtWPP/7odMHLmTOnc7P7bK/TBx98kIaVAwAAAIgUnizDq169urNvaezYsbr//vudvUi1a9d29i3ZGUrZsmVzrn0KFy7sBKqEqlWrpvHjx6t8+fIefAUAAAAAwp1ne5ZGjx6tFi1aOLNF6dKl06xZs5y32Z4l25eUMATZ+xcvXvyUj1GkSJGzdsUDAAAAgJAJS6Zx48ZauXKl5s2b57QR952bZPuTkmLNmjWpXCEAAACASOZZWDIFChRQgwYNvCwBAAAAAIKnwQMAAAAABDtPZ5YAABg6fbnC2bl+fV3qlEnxWgAAycPMEgAAAAAEQFgCAAAAgAAISwAAAAAQAGEJAAAAAAIgLAEAAABAAIQlAAAAAAiAsAQAAAAAARCWAAAAACAAwhIAAAAABEBYAgAAAIAAYrwuAACAtDR0+vJzelyXOmVSvBYAQHBjZgkAAAAAAiAsAQAAAEAAhCUAAAAACICwBAAAAAABEJYAAAAAIAC64QFAEHdgAwAA3mFmCQAAAAACICwBAAAAQACEJQAAAAAIgLAEAAAAAAEQlgAAAAAgAMISAAAAAARAWAIAAACAAAhLAAAAABAAYQkAAAAAAogJdCcAAGkiLk7pD+xTzKFDij5yWNFHjzi349HROpohk45mzKgjGTPrWIaMUlSU19UCACIMYQkAkGqijh1T9i0blWvdKuXasEY5169Rjk3rlWXXdmXZuV2ZY7cr5siRs36co+nTa3+ufNqXK6/25c6nvfkKaGeREtpxUSntKFpSe/NeSJgCAKQ4whIAIMVcsOU/FfzrTxX4a6EK/L1I+f9ZogwH95/3x7VAZaHLboEcypJVmy++QpsuK6//TtwO5Mx93p8XABDZCEsAgHO3e7f03XfSN9+o1aSvndmjpDieLtoJM/tz5taBHLl1JGMmHUufwbkdj0mvdMeOukvzDh9UzKGDyrQnVhds36IssTsCfryM+/fpogW/Ojef7cVKa3Xl6vq30vXacEUlHcuQIcW+bABAZCAsAQCSZ9s26fPPpU8+kb79Vjp61Lk7V4B3jb2wsLaULqudRUtqZ5Hi2lm4uHYVKqYDOXJJ6ZLfYyjd0SPO8r3sm9cr97rVyr12pbPEL9+qv5Vt26ZE75vn3xXOrdKEt5x9T/9e/T8tr1lfq6rU0pHMWc/5ywcARA7CEgDg7PbvlyZMkN57zw1Ix46d8i7HomOc5W/rr7pGmy69SpvKXKkDufKkaBk262T7ley28YpKid6WddtmFVz2p3MrvHieLly+SOmOH3felv7QAZWeM9O52SzW6mtr6u+aDbTq2po6np4ZJwBAYIQlAMDp/fGHNHq09P777pK7kxUrJjVqJN10k147XlhHslwgr+zLe6FWXF/XuZlMu3fqoj/mqPjcH1T899nKunObc3/6QwdVZvZU57YvZx4tqddUi26+Q7sLFvWsdgBAcCIsAQASGT5liS7+YZqu/nSsCixfHHBp3T/V62l59XraXObKoO1CdzB7LmfZnd2sK1+hJfN0yazJzteWJXan8z5Zd23XNePfUOWPRmlNxWqaf2tLZ49TsH5NAIC0RVgCALhs5mj0aN0/8EVl3/pfojfZnp+/a9bX4npN9V/ZCiEXJuKio7Wh3DXObdbDvVV0/hxdMXWCSv08U9HHjioqLk4l5v7g3LaUvFRz72yj5TVuVlw0vyYBIJLxWwAAIl1srDRsmDR0qHOdPcGbNpcuq0UNmjv7ew5n9W6JXUrve/rXuuRVrq4sO7bq8mmf6sqvP1aOzRuct+df9ZfqD+yuqmOHam6zB7W47u3sawKACEVYAoBItXevNGKE9OKL0k53WZqPNT6Y1/QBrS93TcjNIiXH/tz59HuLdpp754MqNWemKn30pgr+vdB5m4WnG0f0U8VPxmjOvY9IN3SVoqO9LhkAkIYISwAQaY4ckV5/XXrmGbcNuI8Fgfvu09v/a6odF5VSJLFleiuq3aQVVeuoyMLfVOnj0Srx+2znbTn/W6ebBz0mTX5bev55qXHjsA6QAAA/whIARIq4OGnKFKlbN+mvv/z323lH994r9ekjlSqlHdOXK2JFRWn9Vdc6twv/XqiqY4ep2B8/uW9bskRq0kRrK1ynWe17aXvxi72uFgCQypJ/IiAAIPQsWybdfLPUoEHioNS8ubR0qTRunBOU4Lf5knL6bOBb+mTQ29p4Wfn4+y+aP0f3tLtFNV95Thn3xHpaIwAgdRGWACCcHTzozhhddZU0bZr//uuuk379VfrwQ+mSS7ysMOitL19FHw0bry+eGum0TTfpjh9ThUnv6v77b9Jl0z93Z+0AAGGHsAQA4WrmTOnKK6XnnnP3KZmLLpLGj5d++km65hqvKwwdUVFaWa2O3h4zRT+16uy0UjeZd+9SvcGP69Yn2yj7f+u8rhIAkMIISwAQZmxp2E2De0q1a0srVrh3pk8v9erlLsFr1owGBefoWIaM+u2u9hr31lT9XaN+/P3F5/2olg81UoVPxzkH4AIAwgNhCQDCSLG5P+jeto10+fSJ/jurVpXmz3dnmDK7MyI4P3vzFdDXvYbq82de1568BZz70h86oJpvDNCd3e5WDmaZACAs0A0PAJJhaJB2ikt/YJ+qj3pB5SZ/5L8zRw5p8GCpdWu34x1S3OoqtfTOlZVVdewQXfXlB4qKi1OhpfN1T7vGTse8JXVvZxYPAEIYvz0BIMQVWLbA6c6WMCitqVhNWrxYevBBglIqO5z1An3X8Sl9/NJ72lWwqHNfhgP7ddOQXmr0dEdl3rXD6xIBAOeI36AAEKqOH1fFj0frzq53OQenGms8MLNTP03sP1oqUsTrCiPKxisq6b3XPteiek3j7yv98wxnlqnwwt89rQ0AcG4ISwAQgmy2okmftqo+erCijx117ttYtoLefeMLLWzYgqVfHjmS5QLN6Pq8vuj7ivbnyOXcd8GOrWr6WEtV/vANJ+ACAEIHYQkAQkzhRXOd2YoSv892xnFRUfqteVt98uK7ii10kdflQdLKqrX17htfam2F65xxuuPHVW3sECfgZoplWR4AhArCEgCEirg4lZ/4jm5/7D5ntsLsy5lHn/Ufo58e6KrjMem9rhAJ7M+dz/nezLmnoxNojQXcux++TfmXL/a6PABAEhCWACAExBw8oHqDHlOt156PX3ZnsxbvvT5JaytW9bo8nEZcdLR+afmIE5r258jt3Jd9639q1vUuXfLtl16XBwA4C8ISAAS57P+tU7MuLXTZzC/i7/u92YPuE/Dc+TytDUljgfa91z939pWZmMOHVH9gd13/5iAOsQWAIEZYAoAgVnDJH2rR6Q7lX7nMGR/OlEVf9R6uH1t3d2YtEDr25blQEwa9k6hbXqVPxqhJn4eUce9uT2sDAARGWAKAIHXJd1+p6WP3KUvsTme8s3BxffjyJ/qnej2vS8M5OpYhg2Z0eU7fdnxKx6Ldc+GLz/1Rd3a5S9k2b/C6PADASQhLABBs4uJ07XuvqP6Aboo5cjh+f5IFpR3FSntdHc5XVJQWNL5bnw18Swey53TuyvvvP2rxaDNduHyR19UBABIgLAFAEIk+fFh1Bz+u/70zIv4+W7Y18fk3deiC7J7WhpS1/qpr9eHwj50ZQ5N1x1bd0e1elZzzrdelAQBOICwBQJDIuHuXbnviAZWdMSn+vtltejjLtmgLHp5iCxfT+OHjteGKis44/aEDavR0B5X76kOvSwMAEJYAIDhk3bZZd3a7R0UW/e6Mj2bIqC/7jNC8O9s4y7YQvg5mz6VPB47VXzUbxB9ge+OIflL//s6STACAdwhLAOCxnBvWOK3Bbd+K76DZj198Tyuur+t1aUgjxzJk1JSeL+p3C8c+vXpJ3bsTmADAQ4QlAPBQvhVLnU5oOU50QostUEQfDRuvzZeW87o0pLV06fRjmx7O0st4Q4ZIrVtLR92DiAEAaYuwBAAeKbzwd93R/V5l3bXdGW8rXkYfDf1AsYUu8ro0eMiWXk7v8pwTnhxjx0p33ikdPOh1aQAQcdxDHgAAaco6njV4vrNiDh9yxhvLVtDnz76hQ9lyeF0agsDim+/QoazZdPPA7oo+ekSaOFFr/3eDJvV7VUczZznjY7vUKZNmdQJAuGNmCQDS2MWzp6jR0x3jg9LqStfr0wFvEZSQiB0+bAH6cCY3HF00f45u7f2QYg7s97o0AIgYhCUASENlZn2t+v27Kd3xY874r1oN9cXTZ58tQGRaW7GqPn1hrA6eOGPLuiVaYEp/YJ/XpQFARAi5sLR27VrNnTtXhw+7p9oDQKi45LuvdPNAf1BaXPd2TXl8sI6nz+B1aQhimy4rr88GvpUoMDXp3ZbABADhHJYWL16sypUrK1euXOrRo4fiktAatWvXrrr66qt11113qUSJEvrrr7/SpFYAOF+XzvxC9V7o4ZyhYxbdfEfiTfzAGWwuc6VzFlOiwNSLGSYASG2e/JY+dOiQGjVqpIoVKzqzREuXLtW4cePO+JhZs2bpq6++0qpVq7R8+XLddNNNGjhwYJrVDADn6rIZn6vu4Mfjg9LCBs0049FnCEpIli1lrkgcmBbPJTABQCrz5Df1lClTFBsbqyFDhqhUqVLq37+/xowZc8bHZMyYUW+++aayZ3d/SVSoUEHbt7vtdgEgWF023YJSz/igtKBhC818pB9BCecXmE40A3ECU++2ijl4wOvSACAsefLbesGCBapSpYqyZHE3NJcrV86ZXTqT6667TjVq1HCut23bprfeeku33nrrGWevdu/enegGAGnd9e6ml55Q1IllxvNvuUffPtKXoISUDUyLflfDZzsp3RH28gJASvPkN7YFF9tz5BMVFaXo6Gjt3LnzrI+12aWLLrpIBQoU0AMPPHDa9xswYIBy5MgRfytatGiK1Q8AZ1Pi11m6eUD3+Bml+bfcq1kP97YfeF6XhjCw5eLL3XbzWS5wxiV+n62bX+ihqGNu8xAAQAiHpZiYGGdZXUKZMmXS/v1nPzuiZcuW+vjjj7VkyRKNHDnytO/3xBNPOEv9fLd169alSO0AcDZF/vxFDZ95RNHHjjrjRfWaatbDvQhKSPEZpknPvqGjGdzfp2VmT9WNw5+SktAwCQAQxGEpd+7c2rp1a6L79uzZowwZzt4+10JWw4YN9cwzz5xxn5O9n+1vSngDgNRWYNmfuuWp9oo5sSTqr5oNNNOaORCUkAo2XFlJXz71so5FxzjjK6dOkLp1IzABQCiHJWsZPmfOnPjx6tWrnT1GFqJOZ/jw4frggw/ixxasbOkeAASLfCuX6dZeDyrDQXeWfGWVWpr22AuK42cVUtGaa2poas/BOu7bCzd0qPTss16XBQBhwZOwVL16dWff0tixY52xdcOrXbu2E3527dqlYwHWXJcsWVKdO3fWd999p7///luDBw/WHXfc4UH1AHCqnOtX67aeDyjTXreZzNoK12ly7+E6HpPe69IQAZbXqO+2o/fp21c6w1J1AEDSuPP2HuxZGj16tFq0aOEcSJsuXTrnHCVjh9TOnz9f5cuXT/QYO5epZ8+euvvuu3XkyBG1adPGeSwAeC3r9i267YnWyhK7wxlvLFtBX/R7RcdO7CUB0sKSm+9Qxn17VWPUiTMIO3WSChWSbrvN69IAIGRFxcV5t7B506ZNmjdvntNGPE+ePKn6uWwmy7riWbMH9i8BOFdDpy9PNM6wb4/u6HaP8q/6yxlvKXmpJrz4rg6dODjUS13qlEmRrxGhpct346wlrDvIlEmaMUOqWtXrsgAgqCQ1G3h62Ie1/27QoEGqByUASA3Rhw+r0dMd44NS7IWF9fnzbwZFUEIEe/556d573euDB6XGjaW/3H+jAIDk4WREADgXx4+r7uDHddGfvzjDA9lzamL/0dqXJ7/XlSHSWefF0aOl2rXd8Y4d0s0323IOrysDgJBDWAKA5IqLU403BuqS7792hkcyZtLnz47SzqIlva4McNlRHJ9+Kl11lTtes0aqX9/O6fC6MgAIKYQlAEimihPe0tUT33auj6eL1uRew7TpshNPSoFgYWvwv/5auugidzx/vmRdZI8c8boyAAgZhCUASIaLZ09R9TcHxY9ndH5Gq6vU8rQm4LSsG96UKVLOnO542jTp0Uc5tBYAkoiwBABJ9euvqjfo8fjhzy07aUm9pp6WBJxV2bLSpEnu0jzz2mucwQQASURYAoCksD0fjRsr5vAhZ7jkptv0690Pe10VkDTVq0tvvukfd+4sTZ3qZUUAEBI8OZQWAEJKbKzUsKG0ZYszXHfVNZrx6NNu17EgxnlJSKRlS2nZMmngQKebo5o1k+bMcWeeAAABMbMEAGdim+HvvFNassQZ7ihSXF/2eVnH059Y0gSE2hlMt97qXu/e7b4IsG2b11UBQNAiLAHA6dgm+Ecekb75xh3nzu20CD+U/cRmeSDUpEsnvfuuVKGCO169WrrtNumQu7wUAJAYYQkATmf4cOmNN9zr9Omlzz9XbOFiXlcFnJ+sWaUvvpAKFHDHP/wgtW9PhzwACICwBACB2GxSt27+8VtvSddf72VFQMopUsQNTJkyueOxY6VXXvG6KgAIOoQlADjZP/+4m99tE7zp1Uu65x6vqwJSVuXKbkjy6dJFmj3by4oAIOgQlgAgIdv0fsst0q5d7rhxY+mZZ7yuCkgdzZtLPXq410ePSk2bSuvWeV0VAAQNwhIA+NhM0t13u+2VjbVUts3wtikeCFcDBkh16rjXW7dKt98uHTzodVUAEBR4BgAAPn36SF995V7nyiVNmiRlz+51VUDqio6Wxo+XSpRwx7//TsMHADiBsAQA5qOPpP793WubSbJx6dJeVwWkjdy5pYkTpcyZ3fG4cTR8AADCEgBIWrBAuv9+//jFF/3LkoBIcdVVbtfHhA0frK04AEQwwhKAyLZzp3so54ED7vi++6TOnb2uCgiOhg933ilt2uR1VQDgGcISgMhu6NCypbRqlTuuVEl6/XUpKsrrygBvGz7ceKN7bUHprrvc4AQAEYiwBCCynxT6GjrYno0JE/yHdAKR3PDhgw+kQoXc8XffSX37el0VAHiCsAQgMk2f7na/MzaT9OGHUrFiXlcFBIf8+d0mJxacjDU/mTzZ66oAIM0RlgBEnrVrpRYt/K2Rn35auukmr6sCgku1atILL/jH994rrVnjZUUAkOYISwAiy6FDUtOm0vbt7rhBA6lXL6+rAoJT165Skyb+Zij2f8f+DwFAhCAsAYgsjz7qHrppSpaU3n3XPVcJwKlsierYsVKpUu543jy6RQKIKDxDABA53n5beuMN99oaOXz6qZQrl9dVAcEtZ063+UnGjO7YOkbafiYAiACEJQCRc/Bsu3b+8WuvSeXLe1kREDrs/8rIkf7xQw9Jq1d7WREApAnCEoDwt2ePe7jmwYP+J3qtWnldFRBaWrd2G6OY3bvd6yNHvK4KAFIVYQlAeLOOd+3bS8uXu+Orr5aGD/e6KiA09y/ZEjzb62d+/dXffh8AwhRhCUB4GzdOev999zpbNnevBQfPAucme3Zp/HgpJsYdW2vxb77xuioASDWEJQDha8kSqUMH/3j0aKl0aS8rAkJf5crSgAGJz1/atMnLigAg1RCWAISn/fvdfUoHDrjjtm3dMYCUOX+pXj33essWqWVL6fhxr6sCgBRHWAIQnjp1kpYuda/LlZOGDvW6IiB82Nlk1oq/QAF3PH269OKLXlcFACmOsAQg/NgepTFj3OusWd19Spkze10VEF7y53cPdbbGD6ZXL7fpAwCEEcISgPBiXe9syV3C85QuvdTLioDwVbu21LOne330qNS8uRQb63VVAJBiTrSzAYDQNHT6iZbgkqIPH1LzTncq/759znjJTbfpmwLXSgnex6dLnTJpWicQtp5+Wpo1S5ozR1qzRnrkEemdd7yuCgBSBDNLAMLG9W8OUv5VfznX2y8qpW87cAYMkOrSp5c++MBtK25sad7HH3tdFQCkCMISgLBQ4tdZqjDpPef6aIaMmtxrmI5mzuJ1WUBkKF5cGjnSP27XTtqwwcuKACBFEJYAhLwsO7bqphefiB9/37antpdgmR2Qpu65x9+ef+dOqVUr2okDCHmEJQCh7fhxJyhlid3hDFdWqaWFDVt4XRUQeawrnjVUKVzYHc+YIY0Y4XVVAHBeCEsAQlqFSe+qxNwfnOt9ufNpetf+/lbGANJW7tzu+Us+1ilv8WIvKwKA80JYAhC6Fi5UtdGD44dTuw/UgZy5PS0JiHg33ih16eJeHzok3X23+ycAhCDCEoDQdOCA1KKFYo4ccYbzbmultZWqeV0VANO/v3TFFe71woVS795eVwQA54SwBCA09eghLV3qXG4peal+eqCb1xUB8MmUSXr/fSlDBnf80kvSd995XRUAJBthCUDo+eor6ZVX4tuET3niJR3zPSkDEBzKlXNnmExcnHTffdKuXV5XBQDJQlgCEFo2bZLuvz9Rm/AdxUp7WhKA07C9S7Vqudfr1kmdO3tdEQAkS0zy3h0APGSvTj/wgLRtmztu3Pic24QPnb48ZWsDcKp06dzueFdeKcXGute33eb83wWAUMDMEoDQMWqUNGWKe12ggDR6NG3CgWBXtKg0bJh//NBD0vbtXlYEAElGWAIQGlaskLp29Y8tKOXL52VFAJLK9is1bOheb94sdezodUUAkLZhae/evSn1oQAgsWPH3Cdb+/f7X5lu0MDrqgAklc0A28xwrlzuePx4acIEr6sCgJQLS6PtVVzZc5UTT1Yk/fHHH9q9e7dzX+XKlZP6oQAgeQYPln7+2b0uWdJtQwwgtBQsGN/F0tG+vbRli5cVAUDKhaWnn35av/zyi8qXL6/Y2FgdOHBAd9xxh77//ntlypRJGWjbCyA1/Pmn9NRT/s3i77wjXXCB11UBOBfNm0u33+5eW6OWdu3cxi0AEOphKXfu3KpSpYoaNWqkJk2aaNy4cWrcuLEzTpcunaKjo1O3UgCR59Ah6d57pSNH3PFjj0lVq3pdFYDzWY732mv+/YYTJ0offOB1VQBw/mEpY8aMzp+DBw/W0KFD9eCDD6pYsWLq0KGDc38crwwBSGl9+kiLF/sPuOzXz+uKAJwvC0qvv+4fW7OHjRu9rAgAUqbBw7Fjx5yZJFtyZzNLPXv21I033picDwEASTN7tvTii+61LfN991171cbrqgCkBDtr6a673Otdu6QHH2Q5HoDQDEtHjhzRp59+6jRxsKV2DRs2dPYqVapUSb1799bOnTv17bffat++fc6fU3xnoADAudqzx+1+53vy9Oyz7swSgPDx8stu0wfz9dfSuHFeVwQAyQ9Lq1evVqdOnZzQdP/996t+/frOrXXr1sqWLZuef/55devWTevXr3f+7N69+9k+JACcWZcu0po17vX110vdunldEYCUlju39Oab/rGdo/bff15WBADJD0tlypTRunXrnI53+fLlc5bdLV68WK1atXL2L3Xp0kXz58/XJZdc4vy5ZMmSs31IADi9L7+Uxoxxr63rnb3aTAMZIDzZeWn33ONfjvfwwyzHAxB6e5as2501eBg0aJCzzG7hwoVOc4d77rmHcAQg5VgrYdu74DN0qHuuEoDwNWyYlD+/e/3559Inn3hdEQAkv8HD8ePH47vevfzyyypRooTy5s2r1090tImydqAAcD46dZI2b3avGzaUWrf2uiIAqS1PHmnkyMTd8eyFEwAIpbBkjRy2bt2qm266SZs3b9bFF1+s0aNHO4fSJgxTAHBO7LyVDz90r3PlkkaNcs9kARD+mjaVbr3Vvd66Verc2euKACB5Yals2bLOwbR9+/ZV+/btnT1MvXr1cs5cOnTokA4ePJjUDwUAidmryO3a+ccjRvi7ZAEIf/bCyCuvSDlzuuP335cmT/a6KgBQVNx5nCZrD7Xld9Yp75133lFMTIyuuuoqlS9fXsFm9+7dypEjh2JjY5U9e3avywGQkJ234ptVatzY3beQxFmlodOXp25tQIjpUqeMQpY1dLn/fve6cGHJ9kXnyOF1VQDCUFKzQUxSPph1v7PGDj169HDG1iZ84MCBGnlijXH69On1wAMPOLNOTzzxhDZyEjeAc11+Z/sgWX4HeOJcX3xIsYBm56uNHy9NmyZt2CA99pj0xhsp87EB4BwkKSzt3btXv/32m7MvyTrj2W3Lli3O29566y3t2bPHObA2V65c7F0CkHQsvwOQkL1QYuHoiivsyYe7d7F5c6lWLa8rAxChkhSWbKmdzSwVLFjQ2Z9kM0mZM2d2DqS1M5gKFSoUvyTvDV4BApCc7ncnXnhxlt/dfbfXFQHwWrFi0sCBblc806aNtHChlDWr15UBiEBJavBgs0UNGjTQ6tWrNWPGDH344YfOOUsWjpYuXaqPP/5YRYoU0VNPPaVbbrkl9asGEPpYfgfgdNq3l66/3r1etUrq08frigBEqCSFpQwZMqh06dLatm2bE4jsnKW6devqySef1OzZs53mDqNGjVKtWrWc9uIAcEYsvwNwJunSSaNHS5ky+Q+u/eUXr6sCEIGSFJYqVqyoRYsWqVu3bsqaNavT9e7333933jZr1iynuUOpUqXUunVr1alTx+kqAQCnxfI7AGdTpoz09NPutTXutUOqDx/2uioAESZJe5bMkiVLnGYOFox8fxrrfFe7dm3nz3vuuUcXXXSR04YvKR327r//fq1YsUJt2rTRoEGDnGV9Z/L0009r+PDh2rdvn+rXr+/MaGXLli2pXwKAYMDyOwBJ1bWr9PHH0rx50tKl0qBBUu/e3nftAxAx0iWnF/nkyZMT/fnYY4/pzz//dELOtGnT1K9fP1WvXv2sH8uaRDRq1MiZsZo7d66z72mcna1wBu+//75zmzp1qhPcli1b5rQvBxBCWH4HIDliYqQ335Sio93xs89Kf//tdVUAIkiSw5J1vrNZIztr6fLLL3eC0cKFC1W2bFldccUV6ty5s/bv35+kj2Wd9Wyp3pAhQ5zle/3799eYMWPO+Bjruvf222/rmmuucfZPNWvWTPPnzz9jILNAl/AGwGMsvwOQXBUquDNMxpbh2QsutiwPAIJlGZ7N/NiyN9uftHLlSmfZnc0M2SxSlSpV4k+9ta55q1atUsmSJc/48RYsWOA8LkuWLM64XLlyzuc4k549eyYa//3337r44otP+/4DBgxwlu0BCBIsvwNwrvr2lSZMkFavts3SKlvxMy2te7vXVQGIAEkKS7feeqvT2MFmZ/7991+NGDHCOVfJlt5ZaPGxsHTw4EH99ddfZ/x49nFKlCgRP7ZlfHao7c6dO52Dbc9m+fLlmjhxov7444/Tvs8TTzyhrr5Xok58zqJFiybhqwWQ4nbscFsB+7D8DkBy2BlLr70m1avnDGuMekGrr6mpA7nyeF0ZgDCXpLDkC0QWjn766Se1atXKubYGCxkzZlT37t3VsGHDpH/SmBjncQllypTJWcZ3trBkgcyaS1hTCFsOeDr28U/+HAA80qOHtHmze92oEcvvACRf3bruz47331emPbGq8Xp/TX3iJa+rAhDmkrxnyVx77bVOe3BbZte+fXvNmTPH2atk+46SI3fu3Kecx7Rnzx7nPKezefbZZ7Vjxw4NHjw4WZ8TgEe+/VZ66y332pbs2qvDLL8DcC6GDLEnEc7lZd99pWK/z/a6IgBhLllhKWfOnCpWrFii+5o0aaLLLrssWZ+0cuXKTtDyWb16tdOQwULUmXz55ZdOU4hPP/00fr8TgCB24ID00EP+sXWwLFzYy4oAhLL8+aUXX4wf3jiin2IOJK25FACkelhKKdYYwvYQjR071hlbNzxrGmH7lnbt2qVjx46d8hhrFd6iRQu9/PLLzt6jvXv3Jrn7HgCPWJOVlSvd66pVpbZtva4IQKhr1UrrrrrGucyxeYOue/dlrysCEMY8CUu2Z2n06NHq2LGj8ubNq0mTJumFF15w3mZ7lhYtWnTKY0aNGuUcRnvfffc5B9HazdqWAwhS1trf9wqwLbG1s1LSefIjB0A4iYrSjEef0dH07tL9qz97W/lWnLmjLgCcK8+euTRu3NhpQ25nJ9mskS/4WJe98uXLn/L+Q4cOdd6W8LZmzRoPKgdwVkePSg8+KPlmiXv1kpK5XBcATmdXkRL69e6Hnet0x4+pztDeigqwKgUA0qQbXmopUKCAGjRo4GUJAE5j6PTl5/S4LnXKSMOHS/PmuXdY18qTzkkDgPM1947WuuS7ycr77z+68J8lKj/pXc2/rZXXZQEIM6yJAZCyVq2S+vRxr63rnS2/S0KnSwBIjuPpM2hGl2cVd6K75v/GDVe2zRu8LgtAmCEsAUg5cXFSu3ZuFzzToYN03XVeVwUgTP1XtoIWNGzhXGc4uF81X33e65IAhBnCEoAUc9mMSdL06e6gSBFrdel1SQDC3E8PdNW+3Pmc69JzZqrkzzO8LglAGCEsAUgRmXduV43XB/jvsMNns2XzsiQAEeBw1mya1e7J+HGtV55T+gP7PK0JQPggLAFIETVe76/Me3a5g2bNpIYNvS4JQIRYXuNmralYzbnOvvU/VXnvFa9LAhAmPO2GByA8FP/te1323VfuIFcutxteGnXfA5BYRP5fiorStx2fUsuHGirmyGFV+OxtLa19i7aXuMTrygCEOGaWAJyX9Pv36sbhff13DBkiXXihlyUBiECxhYvptxZtnevoY0d144h+0vHjXpcFIMQRlgCcl6rjhjnLXszaCtdJ993ndUkAItTcOx/SjiLFnevCS/7Q5dM+9bokACGOsATgnBVYtkDlJ73nXB/JmEkzHn3GPVsJADxwLEMGfftIv/jx9aNfVKbYHZ7WBCC0EZYAnJN0Rw6rztDeirKzlSTNufcRxRa6yOuyAES4dRWu07JaboMZazpz/ejBXpcEIIQRlgCck0ofj1beNe5G8s2ly+qP21t5XRIAOGa37amDWd2jC66Y9pkKL/zd65IAhCjCEoBky7V2pa794FXn+ni6aM3o8pziommuCSA47M+dzzms1ufGl/s5s+EAkFyEJQDJc/y4ag97SjFHjjhDm1HacvHlXlcFAIksqt9Mmy650rnO8+8KVfx0nNclAQhBhCUAyXLl1x+ryOK5zvWugkWdvUoAEGzioqM1s9PTOp7Ofapz7fuvSGvWeF0WgBBDWAKQZFm3b060WXrmo8/oaKbMntYEAKdjs95/3nKPc53+0EGpY0fpRFMaAEgKwhKAJKs18lll3L/XuV5y021ae/X/vC4JAM5oTstHtTdPfncwebL0+edelwQghBCWACRJ6R+/0cU/TXeu9+XMo9kPPeZ1SQBwVoezXqBZ7Z/039Gpk7TXfdEHAM6GsATgrDLu3a1aI5+JH89q30sHs+fytCYASKp/rq+n1ZWudwfr10vP+H+eAcCZEJYAnFW10S/qgh1bnetV19bU8pr1vS4JAJIuKkrfdXxKypjRHQ8dKi1d6nVVAEIAYQnAGRVe+JvKff2Rc304cxZ9+0hf54kHAISS2EIXST17uoOjR6UOHWj2AOCsCEsATiv68CHVHtYnfvzT/V21J38hT2sCgHP2+ONSiRLu9axZ0vjxXlcEIMgRlgCc1rXvv6rc691zSTZeVl4LGt3ldUkAcO4yZ5Zeftk/7tZN2r3by4oABDnCEoCA8q76S5U+Hu1cH4tJrxldnnMOeQSAkNaggdS4sXv9339Sv35eVwQgiBGWAJzq2DHVHtpH0ceOOsPfmz+k7cUv9roqAEgZw4dLmTK51yNGSIsWeV0RgCBFWAJwqpEjVfDvhc7l9qIl9Vvzdl5XBAApp3hxqVcv9/rYMenhh2n2ACAgwhKAxNas8T+JkDSjy7M6liGDpyUBQIrr0UMqXdq9/vFH6d13va4IQBAiLAHws1dW27eX9u1zhgsattDGKyp5XRUApDw7c2nkyMThadcuLysCEIQISwD8PvxQmjrVudybJ79+bN3N64oAIPXUrSvdfrt7vWWL1Md/VAIAGMISANe2bdKjj8YPZz7SV4ezZvO0JABIdUOHSlmyuNevvirNn+91RQCCCGEJgKtrVzcwmaZNtep/tb2uCABSX9Gi0lNPudfHj7vNHuxPACAsAXB8841/c3OOHG4rXQCIFF26SJde6l7/8os0bpzXFQEIEoQlINJZM4e2bf3jF1+UChb0siIASFvW8TNhs4fHH5d27PCyIgBBgrAERDpbfmLtwk3NmlLr1l5XBABp78YbpWbN3GtbkpzgCAUAkSvG6wIAeGjuXGnYMH8b3VGjpKgor6sCEGKGTl9+To/rUqeMgspLL0mTJ0t790pvvCE98IBUubLXVQHwEDNLQKQ6ckRq08a/kblvX+nii72uCgC8U7iw1K+f/9w5a/Zw7JjXVQHwEGEJiFT2CuqCBe51uXJS9+5eVwQA3uvUSbr8cv/s++jRXlcEwEOEJSAS/fOP9PTT7nW6dO6TgfTpva4KALxnPwtfecU/fuIJ/7EKACIOYQmINLa05KGHpIMH3bEdRMuafADwq1FDuuce93rnTqlnT68rAuARGjwAkeatt6RZs9zr4sWlZ58Nio3eABBUBg+WvvhC2r1bGjPG3eNZpYrXVQFIY8wsAZFk06bEe5Nef13KmtXLigAgOBUokPjFJJo9ABGJsARE2sblXbvca1tiUreu1xUBQPCygHTVVe71/PnSa695XRGANEZYAiKFLSf55BP3Om9eaehQrysCgOAWE5O42UPv3tKWLV5WBCCNEZaASGBr7u0VUh87iNYCEwDgzKpWlVq1cq9jY6XHH/e6IgBpiLAERAJrfbthg3ttS+/uusvrigAgdLzwgpQjh3s9bpz0009eVwQgjRCWgHBnv9RffdW9zpLFbeoQFeV1VQAQOvLnl55/3j+2mfqjR72sCEAaISwB4ezQIenBB/1j+2Vv7cIBAMnTrp1UoYJ7vXCh/0UoAGGNsASEswEDpGXL3Gs7ePaRR7yuCABCU3R04oDUp497HAOAsEZYAsLVkiVS//7+jk5vvun+sgcAnBs7lLZ1a3/jnMce87oiAKmMsASEo+PH3eV3R464Y/uF7jsrBABwfjP2uXK51+++K82e7XVFAFIRYQkIR3Zw4pw57vXFF7vLRQAA5y9fPv+svenQwf/CFICwQ1gCws3atVLPnv6xLb/LlMnLigAgvNjMfaVK7vXixdLIkV5XBCCVEJaAcBIXJ7VvL+3d6/+FXqOG11UBQHg2e/Adw9C3r7Rxo9dVAUgFhCUgnHz4ofT11+51wYLSoEFeVwQA4ck6jPqOZtizR+rRw+uKAKQCwhIQLrZtkx591D+2Vz1z5vSyIgAIb7Z3KXdu9/qDD6RZs7yuCEAKIywB4aJzZzcwmaZNpSZNvK4IAMJbnjzSwIH+Mc0egLBDWALCwZQp0vvvu9fW0vbll72uCAAig527dM017vXSpdLw4V5XBCAFEZaAUGdr5du29Y9fekkqUMDLigAgcqRLJ73yir/ZQ79+0vr1XlcFIIUQloBQ9+ST0rp17nXt2lKrVl5XBACRxdqIt2vnXu/bJ3Xv7nVFQPD591/p6FGFGsISEMp+/tl9RdNkySK98Yb/1U0AQNp57jkpb173+qOPpJkzva4ICC4NG7qHOrdoIR07plBBWAJC1aFDUps27tlK5tlnpZIlva4KACKTdcV74QX/uGNH6fBhLysCgsfate4Bzrt2SatXu2eVhQjCEhCqnn9eWrbMvwSkUyevKwKAyGbLoKtUca//+ksaOtTrioDg8PWJMyBNgwYKJTFeFwDgHCxaJA0Y4F7HxEhjxrh/AgBS3NDpy5P8vvlaPq67frtd6Y4fl555RrrrLqlo0VStDwipsFS/vkIJM0tAqLF1vnZqvG+T5OOPS+XKeV0VAEDS1tJltaDRXe5g/36pa1evSwK8dfCgfw+fdeutUEGhhLAEhBo7Q+nXX93rSy6Revf2uiIAQAJz7ntU+3PkdgcTJkjffON1SYB3vv/efeHA3Hyz224/hIRWtUCks02RvXr5x6NHS5kyeVkRAOAkhy7Irh8efMx/xyOPuE15gEg0eXLI7lcyhCUgVFjXOzt81vfqzMMPS9WqeV0VACCApbVvkapWdQfLl7sHhgOR+Nxl8omwZHur7TzIEENYAkLFO+9I06e710WK+Bs8AACCjy01snPwfEuO7BwmO5QTiCTLl0urVrnX118v5cihUONZWFq8eLEqV66sXLlyqUePHorznRVzFj///LMusX0aQCTZtEnq0sU/fv11KXt2LysCAJzNVVe55y2ZAwcS/xwHIsHXodsFz9OwdOjQITVq1EgVK1bU3LlztXTpUo0bN+6sj5s3b55uvfVW5/FAxLAXEtq3l3budMd28nUIrvkFgIhk7cMvvNC9njhRmjLF64qAtDM5tPcreRaWpkyZotjYWA0ZMkSlSpVS//79NcbOiTmDffv26bbbblNH3ys0QKT46CPp88/d6/z5pREjvK4IAJBUtuzoxRcTN3uwVspAuNuzR5o9270uXly69FKFIk/C0oIFC1SlShVlyZLFGZcrV86ZXTqT9OnTO0vwrrf1jklgs0+7d+9OdANCzpYt/iUcxta/583rZUUAgOS6+253v4ZZuTJxeALC1YwZ0pEj/lmlqCiFIk/CkgWXEiVKxI+joqIUHR2tnb5lRgFkyJBBhQsXTvLnGDBggHLkyBF/K8rp2QhFHTpI27e7102bujcAQGixJ4n2Yld0tDt+/nn3KAggUpbg1Q/N/UomxpNPGhOjjBkzJrovU6ZM2r9/v9PwISU88cQT6prg1GwLaAQmhBQ7yNBuJk8e9xctAISRodOXK2JceaXUqZM0dKi7DK9zZ2nSJK+rAlJvv/XXJ5o72HmQtWopVHkys5Q7d25t3bo10X179uxxZo9SioWx7NmzJ7oBIWPbNvccJZ+RI939SgCA0NWvn1SwoHv9xRfSV195XRGQOv78U/rvP/f6hhukzJkVqjwJS9YyfM6cOfHj1atXO3uMLEQBkPvqo+8FhSZNpGbNvK4IAHC+7IXbhIfT2s96aykOhJtJCWZNGzZUKPMkLFWvXt1ZFjd27FhnbN3wateu7exb2rVrl44dO+ZFWUBwsM53H37oXtuy1NdeC9lNkQCAkzRvLtWs6V7bvqVBg7yuCEh5n5/o4msaN1YoS+fVnqXRo0c7bcDz5s2rSZMm6YUXXnDeZnuWFi1a5EVZgPd27JDatfOPrU14gQJeVgQASEn24pctrY45sW18wAC3Qx4QLlavttbX7vU110jJaNAWjDxp8GAaN26slStXOgfNWhvxPLaB3dkPFnfGx9WsWVNr1qxJoyqBNGYbfjdv9k9bW7vZ8xRRG6gBIBRcfrn7895aiB865C7Hs/1LrCJAuC3Ba9JEoc6TmSWfAgUKqEGDBvFBCYho9ovy3Xf9hxi+/jq/OAEgXD31lFSokHttXcO+/NLrioCUX4LXhLAEICXs2iW1besfDxsW8tPWAIAzyJbNbSPuY7NL+/d7WRGQMt18f/jBvS5TRrr0UoU6whIQDB59VNq40b2++Wbpvvu8rggAkNruuEO68Ub3+t9/3cNqgVBfJXP8uH9WKQxWyBCWgGCYrn7nHX9b2TfeCIsfLgCAJDZ7SJ/eHQ8eLC1d6nVVwLn7PLyW4BnCEuAlO0sp4fI7635XtKiXFQEA0pItU3r8cff6yBG3I+pZml0BQWn/fumbb9xr6+R77bUKB4QlwCv2y9B+KW7Z4j+HoGVLr6sCAKS1J5+USpVyr22/x7hxXlcEJN+0af5Dlm+5RUoXHjEjPL4KIBTZwbOffeZeW0fIUaNYfgcAkShzZunVV/3jHj3cjfJAKPk8/JbgGcIS4IUNG6QOHfxjaxN+4YVeVgQA8NJNN0nNm7vX27dLjz3mdUVA0h096m9/b50ea9VSuCAsAV4sv2vTxm0Xblq0kJo29boqAIDXhgxxG/2YsWOl2bO9rghIGls+unOne12/vpQxo8IFYQlIa6NHS1OnutcFC7qdkAAAsN8JAwb4x7av9fBhLysCksa3rcC3XymMEJaAtLR6tdS1a+LglDu3lxUBAIKJdUi95hr3etky6cUXva4IOLNjx6QJE9xrm1Fq0EDhhLAEpBU7pK1VK2nvXnf84IPuVDUAAD7R0e4+Vl8nsWeflVau9Loq4MxL8DZtcq/teY1vKWmYICwBaWXYMP/68+LFpZde8roiAEAwqlBBevRR9/rgQaljR85eQvD66CP/9Z13KtwQloC0sGCB9MQT7rW1B7eNu9YtBgCAQJ5+WipSxL22fa6ffOJ1RUDgLniffupvgd+wocINYQlIbXZA2913+zfpdusm1azpdVUAgGBmL6iNGOEf20xTbKyXFQGn+v57aetW99r2Kl1wgcINYQlIbT17SkuWuNfly0vPPed1RQCAUGAHezZq5F7bnpDevb2uCIioJXgmKi4uMhbB7t69Wzly5FBsbKyyh9nGMwSxadOkevXc60yZpHnzpLJlz+lDDZ2+PGVrAwCkqi51ypz/B/n3X/f3xv797jLuX3+VKldOifKA83PkiNvu3g5RzpJF2rJFyppV4ZYNmFkCUotNS1v3O59Bg845KAEAIlSxYlK/fu61vb5trcVtnwjgtW+/dYOSsRnQEApKyUFYAlKD/UKz1uC+Vpo2u2TdjAAASK7OnaUrr3Sv589PvJcJ8MrHH4f9EjxDWAJSw5gx0qRJ7nXevG73O1s+AQBAcqVPL73xhv/3SJ8+7iHngFcOH5YmTnSvranDzTcrXBGWgJT2zz/+8zF8walAAS8rAgCEuuuukzp0cK9t/1K7dpy9BO/MmCHt3OleN27stg0PU4QlIKU3O1qbcPtFZh56yP0hAgDA+erf33/20jffSO+953VFiFQfhX8XPB/CEpCSbBPu77+71xdfLA0Z4nVFAIBwOnvptdf84y5d/GfcAGll/37ps8/ca+siV7euwhlhCUjJKekBA9zrmBjp/ffDtjMMAMAjDRtKzZq519aJzAITkJY+/1zau9c/q2RHo4QxwhKQEjZvlu65x79+/PnnOQcDAJA6hg+XcuVyr+2FuSlTvK4IkeSdd/zX996rcEdYAs7X8eNSy5ZuYDI2Hd29u9dVAQDC1YUXSi+95B9bswffK/1AavrvP2n6dP8ZYNWqKdwRloDz9eKL7kZbY13v7BWXdPzXAgCkIjv0/IYb3Ou1a9124kBq++AD90Vi36xSBDzfiYqLi4y+k7t371aOHDkUGxur7LYZDThPQ6cvV4Flf+rOrncr+thRxUVF6bMBb2nt1f/zujQAQAjrUqdM0t5xxQr3sNqDB90zmObMka69NrXLQyQrX15asMC9/vtvqUwS/62GcDYI/zgIpJKMe3erfv+uTlAyvzVvS1ACAKSd0qWlp592r+217wcfdI+wAFLDwoX+oGShPISDUnIQloBzERen2kN7K8fmDc5wY9kKmtPyEa+rAgBEmq5dpQoV3OtFi6TBg72uCOHq3XcjqrGDD2EJOBcjR6rMD9Ocy4MXZNfXTw5RXHSM11UBACKNHVXx5pv+vSPPPCMtX+51VQg3x465nRdN+vT+9vURgLAEJNcvv0jdusUPv+naX3vyF/K0JABABKtY0Z1hMocOSa1b+zfhAylh5ky3E56pX1/Km1eRgrAEJMe2be4BbCfWhM9t+oBWVqvjdVUAgEhne5dKlnSvf/zRWQEBpMoSvJYtFUnohgckZwq6QQNpmrv8bsMVFTVh0Ns6HpPe68oAAFCX9BulWrXcQebM7h6mUqW8LguhbvduqWBBaf9+9zBkm2HKmFGhjm54QEp7/vn4oKT8+TW511CCEgAgeNSsKXXo4F4fOMByPKSMDz90g5Jp3jwsglJyEJaApLBDZ/v1c69tE+348dqX50KvqwIAILGBA6Xixd3r77+XXnvN64oQ6kaP9l9be/oIQ1gCzmbdOumuu9wzLMyzz/qXOQAAEEwuuEAaM8Y/fvxxadUqLytCKPvzT2nuXPf66qv9beojCGEJOBM7Ff2OO6Tt291xw4ZSz55eVwUAwOndcIPUrp17vW8fy/Fw7saMiehZJcPBMMDp2EzSww9Lv/7qjm1Zw9tv+8+yAAAgWA0aJH39tbR2rTRrlvTGG1L79in6KYZOP/fznLrUKZOitSAV2L63997zNwxp0UKRiGd9wOm88oo0dqz/h8TEiVLu3F5XBQDA2WXLlnhWoEcPac0aLytCqPn0U2nXLvfajk3JkUORiLAEBGKvwnXu7B9baCpf3suKAABIntq1pYce8i/Ha9PGv/8WOJs33/Rf27+dCEVYAk7277/uPiU7V8m3ObZZM6+rAgAg+QYPlooWda9nzpRGjfK6IoSCJUuk2bPd60svlapWVaQiLAEJ2TkCTZpI27a543r13POVAAAIRXbYZsIZgm7dpJUrvawIoeDVV/3XDz8sRUUpUhGWAB9bmvDAA26bTFO6tPTBB1J0tNeVAQBw7urW9Xcys+V4LVv6V08AJ9uzR3rnHfc6Sxb330sEoxse4NO/v/TRR/5zKiZNknLl8roqAADOuztd+obtdc9XU5Xzv3XSzz/rxwcf0+8t2jpvozMdErEOeHv3utf33BOxjR18mFkCzPjxUu/eiX9QlC3rZUUAAKSYI5mzatpjL+j4ieMvrnv3ZeVbuczrshCMq2wSLsFrn7Lt5kMRYQn46SepVSv/eOBA6ZZbvKwIAIAUt/Hyipp7h9vVLProEdUb2EPRhw95XRaCyY8/SosXu9f/+x+dgAlLiHi2ydUaOhw65G+N+dhjXlcFAECqmNPyEW0pealznffff1R17FCvS0IwefnlxI0dQFhCBNuxQ2rQwN/5zs6jsKnnCO74AgAIb8fTZ9DUxwfraPr0zvjqz8a5ZwsCdnSKHURr8ueXmjb1uqKgQFhCZDp8WLrtNunvv92x7U/65BPpxC8PAADC1fYSZfTT/V2d6yjbo3LffVJsrNdlwWsjR0rHj/tnlTJm9LqioEBY8sKiRe4+GXjDfjFYC9Xvv/e/ejJ5spQzp9eVAQCQJv64rZXWlbvGHaxdKz36qNclwUvW/c53HleGDDR2SICwlJaOHpWeeUaqWFG66y63jz3S3pNP+s8PyJRJ+uILqXhxr6sCACDtpEunaT0G6lCWrO747belzz7zuip4Zdw4/+zi3Xe7LyTDQVhKS3a4qc1mHDnivorTs6fXFUWeIUPcbnfG9iZZi/Brr/W6KgAA0tyeCwtr1sN9/HfYqov1670sCV6wpXfDh/vHXbp4WU3QISylJXtyPnq0exqysWYCbKpMO+++K3Xr5h+/8op0++1eVgQAgKeW1mni/11ojY/sENJjx7wuC2npq6+kFSvc6xtvlK680uuKggphKa2VKOGf2TCtW0v79nlZUWT4+mvpgQf84379WI8LAIC9kDtqlFSkiDu2FTAJn6cg/PdxJ/x+d+7sZTVBKcbrAiJShw7SRx+5TR5WrZJ695aGcs5Bqh6wZu0vbc+Yr8PLU085l0OnL/e2NgAAvJY7t/T++1KtWu6SrL593Ws7lBTh/xxpzhz3+vLLpfr1va4o6DCz5IV06aS33nKbC5hhw6SZM72uKjz9+qv7H//AAXd8553SiBGcpQQAQELVq0t9TuxfsmV41ohq1y6vq0JqSzir9Pjj7nNUJMLfiFfKlJGef94/btlS2r7dy4rCzx9/SHXr+rsO1qvndsGzRhsAACAxW+lStar/gNJ27dxlWghPCxe62xTMRRdJzZt7XVFQIix5ydaF1q7tXm/c6Hah4YdSyp1lVaeOvw3mDTe4LVE5YA0AgMBiYtzleL5zB23LwNixXleF1PLCC/7r7t2l9Om9rCZoEZa8ZFOddq6BrRU2Eye63fJwfpYtc7u5WFcfU62ae5ZS5sxeVwYAQHArVsx/OKl55BHpr7+8rAipwfbMWxg2efO6DccQEGHJa4UKSWPG+MedOkl//ullRaFtwQKpRg1p61Z3bGcoTZ4sZT1x6B4AADgza4pkq13M/v3umM694aV/f3+LeHvu6TvWBqeIiouLjHVfu3fvVo4cORQbG6vs2bMr6FiHttde87cXnzdPypVLoSqtu8x1qVNG+v13d4/Szp3unRUrSjNm+JcTBEA3PAAAThVz8IBaPHKH8v77jzNeWruJpvUYmGINkpzf2/BuVumSS9wuwTlySGvWnPG5UqRnA2aWgoW1Dq9c2b1evVq69163fSeS3vrSlt75gtJ11501KAEAgMCOZsqsr/oM1+HM7oxD2Rmf64qpE7wuCyk1q+Q7TqVLF54rnQVhKVhY44EJE6Q8edyxLR17+mmvqwoJRefPSdz1rmZN6Ztv+M8PAMB52HlRKU3v/Fz8uNbIZ5Rv5TJPa0IKzCrZfnljs0qPPup1RUGPsBRMrG3jBx/4p7ifecbtSoPTuuS7r3RrrwfdNdXGQpMFzQsu8Lo0AABC3vJaDfRno7uc65gjh9Xw2U7KsO/Ei5MIPcwqJRthKdjcdJM0eLB//MAD7hIzJBYXp4qfjFH9Ad0UffSIe98tt0iTJrFJEQCAFDS77RPaVOYK5zrnxrW66aUnOeokFK1YwazSOaDBg0fO2FggLk43Du+rcl+7LR0PZM+p8cM/0q7CxdN8Q2QwNkCIOnZMNd4YoAqfvxt/38L6zfTtI08pLjrG09oAAAhH2Tet190dblOmPe75hbPaPqH5t7dSqDjX50/n+jwoKBtY2KGzvnbhttXjqafO+UMNDYO/Fxo8hLKoKH3XsY/+rfA/Z5h59y7d/vj9umDLf4p0MQf2q8HznRMFpZ/ue1QzH32aoAQAQCrZXaCIpvbwH2J6/ejBKrzwN09rQjJYl2VfUMqXz12ChyTxLCwtXrxYlStXVq5cudSjRw8lZYJrwoQJKlasmAoVKqQPP/xQ4ex4THpN7jNcW0u4CTz7lo26vWcracsWRars/61T8y7NdfGP3zjj4+miNa1bf/1298Mp1soUAAAEtrpKLf3W7CHnOvrYUTV89lFl27LR67KQFD17+q/79JGyZfOympDiSVg6dOiQGjVqpIoVK2ru3LlaunSpxo0bd9Zwdffdd6tPnz6aNm2annrqKf39998KZ4cuyK7PBrylnYWKOePc69e4DQy2b1ckdry765GmyrfK/Z4fypJVk555TUvr3u51aQAARIyfW3XWmorVnOsssTvUqF8H50wmBDE7SsVuvrM827b1uqKQ4klYmjJlirM+cMiQISpVqpT69++vMWPGnPExo0ePVq1atdSmTRtdeeWV6tixo959178UK1ztz51Pn74wVnvyFnDv+PNPtzX2pk2KCHFxKj/xHd32RGtnOaLZUaS4PhzxidZcU8Pr6gAAiChx0dH6+skh2lXoImd84YqlqjO0Nw0fgpWd2fn44/7xs89KGTJ4WVHI8SQsLViwQFWqVFGWE13LypUr58wune0xN9xwQ/z4mmuu0Txbf3mG2SvbuJXwFqr2XFjYCUx7c+dz71i8WKpeXVq3TuEs4+5dTovSWq89r3THjzn3ra5cXeNHfOKc/QAAANLeoWw59EW/V+MPrL30u6+cDrUIQtb97o8/3OurrpJatPC6opDjyY54Cy4lbBrwhKioKEVHR2vnzp3OHqakPMa6VmzcePp1sgMGDNDTQXyoa/K7gZSRqv8s3XijtHat9M8/UtWq7plCV16ZSlV62LXkhx+k1ncnDoQ9e6rEc8/p4ehob2oCAAAnlJHyvS/deqszqv7WS6re9EZ3u0AYCabubcm2Z4/05JP+8ZAhUrqUmSfpEsp/L6EwsxQTE6OMGTMmui9Tpkza7ztYNAmPOdv7P/HEE85SP99tXTjMwpQu7YYI+9PY12SBacoUhQ07KM0O47Wlhr7vWe7c0uefWwKWCEoAAASHJk2kvn39y72sNbW9mIvgOYDWt23DvlcJVmghyMNS7ty5tXXr1kT37dmzRxnOsIby5Mec7f0tWNnsU8JbWLjoIjcwVa7sf9WgYUNp6NDQXy88f7507bXuD177oWtq1LA1mO6BswAAILjYWT32RNzs2iU1aiTt3Ol1VVi1yp1JMvZ8+cUXva4oZHkSlqxl+Jw5c+LHq1evdvYYWSBK6mPmz5+vwoULKyIVKCDNmiXdfqITnAWLrl3dcSj+gLIZQtt8aAHQt67WpolthmnmTKlIEa8rBAAAgdjv63fekcqWdcfWqfi226TDh72uLLJ16+b/HnTuLJVir3dIhaXq1as7e5DGjh3rjK0bXu3atZ19S7t27dKxY+5m/oRuv/12jR8/XosWLdLevXs1YsQI1Q2zdbHJYs0xPv448VrUiROlq6+WfvxRIcFmwmwJoe25GjRI8n3fr7hC+vln9xwAlt0BABDc7Myer75yDzs19oKutacO9RUvoeqLL9ztC+bCC6VevbyuKKR5tmfJWoFb+++8efNq0qRJeuEF91Roa/BggehkV111lR599FFVqlTJmVGyYPXwww9Lkf5qzvPPS19+6e7rMWvWSNdfL3XoYF0xFLTse1yvnlS/vjtV7JsmtpaW1uXQluMBAIDQYE247El6pkzu2M7PtD0zSFt790odO/rHtk0jXLaieCQqLs672L9p0yan/be1Ec+TJ0+SHmMtxjds2KAaNWqccc/SyWwmK0eOHE6zh7DZv5SQNUOwdpA//eS/r2hRyUJos2Yp1v3kvNn0/HPPSR984N+XZCzgjRolXXqpl9UBAIDzMWGCdMcd/vGHH7qNH5A2evTw70+qXVv65htrO+11VUEpqdnA07CUlsI+LBlbxvbyy+50a8JOgbYXyEKTdZjz6j+MzRbZRsPx4xOHpGLF3NruvJP/zAAAhAP7vd6zp3ttL2zbkns6saW+hQvd7Rj2fNA6SNu5nL4OyjjnbBAk0w1IEba/xzbx2X+Om27y3//77+4Pqf/9T/r0U//eoNR24ID7ipK1N69UKfFsks0k2g/Tv/5yZ74ISgAAhIfHHpPatHGvrcmAdcuzjrdIPUeOSPff73+OZy+cE5RSBDNL4cq+rTb1atOxJ+8Bs/bjd98t3XuvdNllKft5Dx6Uvv9e+ugjdyreWpsnZCGpe3d3T5VtCAUAAOHHzk20rni2r9rkz+82b6IrW+qwPd/Wxt1YZ0LrLnzSmaZIjGV4kR6WfOwVBpvdGTzYnZ49me0RqlPHvV1zjds1JbnhyF4t+uUXt/vNjBmJlwD6XH651KmTdM89bic/AAAQ3uz5gK108e2nLlnSvbYjUJBy7DxK23Jhs0u2ysiO2vGdx4nTIiydJGLDko99my3IDBsmTZt2+qV4FpaslbedYVWokDsTFBPj3iwY2YFzO3bY4VjSihXun/bqUSA2c9S0qdSypXu4LEvtAACILHb+ozVxWrLEHZcvL333nZQzp9eVhQdb5mgdhP/80x3bkTLWKRlnRVg6ScSHpYQ2b3YbLdg5Tb/+mrJ7mCxsWTvwBg2km29mFgkAgEi3YYO7b3rtWndsT+5tq0CkPx9LCdZI48TxO845lXPnsvwuiQhLJyEsnUZsrPsKz+zZ7jSu3bZvT9pjs2Z1Nw9WqCBdd51UpYr7HzVY2pQDAIDgOTqkenVpyxZ3XK2a2yXvggu8rix0TZ/ub+hlK4DsBXDrhockISydhLCURPbPwZbZ/fefHYTlTp/bzJMttUuf3k4Ndm9FirhrjllaBwAAksIaTtWq5X9R1q6/+opVKOfCQme5cu5qIWN7062BFpKMsHQSwhIAAIDHrEvbjTe6e6CNzYxMmiRlyuR1ZaHDjmGx7Q5Tp7rjunWlr79mZU8ycc4SAAAAgostE7NGU77jQ2zvUqNG0r59XlcWWm3CfUHJ9oq//TZBKRXxNwsAAIC0Y0eV2H4l2/tsrFuvzY7YPmqc2RdfSP36udcWkN57L/nHviBZCEsAAABIW1WrurNKOXK4Yzt/yZbnJbXJVKQ2ybj3Xv+4f3+pdm0vK4oIhCUAAACkPWsn/u237pmOZt48qWZNt8kUErOGW02a2EYbd3zHHdJjj3ldVUQgLAEAAMC7PUx2fEnBgu548WI3RC1b5nVlwePQITco/fWXO7ZjWt56i47EaYSwBAAAAO+ULesGpmLF3PGaNW5gsvsinXW+u+8+/99F/vxu90DOp0ozhCUAAAB4yw65//lnqXx5d2ytxevUkcaPV8Sy03169JA++sgd23lUkydLJUt6XVlEISwBAADAe4UKuTMo9eq548OHpRYt3EYGkXEsqJ99vb17S0OG+DvfWWiqVMnryiIOYQkAAADBwc5fsvbYbdr47+vVS2raVNqzRxF1lpKFRJ833pAaNvSyoohFWAIAAEDwSJ9eGjVKev55/32ffeaez+RrchDOM0pPPy317eu/b+TIxOERaYqwBAAAgOBind6efFL68kv/WUwWlCwwTZyosG3m0KmT/9BZY8vwOnTwsqqIR1gCAABAcLKlZ3Pnuu2yjS3Fu+02qW1bad8+hQ3bn3XPPe4sks/QoVKXLl5WBcISAAAAgr5T3pw5UrNm/vtsmZ51zvv1V4W8TZukG26QPvzQHUdHS2+/LXXu7HVlICwBAAAg6Nm5QhYmrNGBtdA2K1ZIVau6y9ZsZiYU2ayZdbj76Sd3nCmT9PnnUsuWXleGEwhLAAAACI19TA89JP35p3Ttte59x465DREqVJB+/FEhtT9p+HCpWjVpwwb3viJF3K+BrndBhbAEAACA0HHxxW6osBklW7Jmli6Vrr9eat3aXdYWzDZudM+SsmV2hw6599kMmc0yVazodXU4CWEJAAAAoSUmxm2v/dtviQ9qfestd4+TnVMUbA0gbBbs1Velyy+Xpk/332+h6dtvpQsv9LI6nAZhCQAAAKHp6qulX36RXn5Zyp7dvc9C0lNPSSVLSoMHS3v3el2luyfJlg5aG/Bdu9z7ChaUvvnG7XqXIYPXFeI0CEsAAAAIXbYUr2NHt+GDhRHf0rwtW6THHpOKF3fDk29vUFqybn225M72Js2b57/fGjgsWiTVqZP2NSFZCEsAAAAIffnyuecULVki3Xmn2xDCbN/uLssrVkxq2tQ96DY1u+fZPiTr3FejhlSlijRtmv9tV14pzZ7ttgbPkyf1akCKiYqLi4tTBNi9e7dy5Mih2NhYZfdN0wIAACA8LVsm9e/vBhfbL5RQrlzSrbdK9eu7ZxzZ+HwD0syZbtvviROlbdsSv91mt/r0cWeUbL8VQiYbEJYAAAAQvtavdw+xtdvmzae+PV0694Bb60Rne6Auu0y66CKpcOFT9xLZ0+adO6VVq6SVK6X5890Dc3//XTpw4NSPbR+rSxepVSspffrU+xqRbISlkxCWAAAAIpgtvbOGCjbTNGlS0rrl2QG4mTO7ocne35pF2BlJZ2Lv37ix1L69VL26fzkgggph6SSEJQAAADj273f3Dll4sjbets/pfJ4S2zI726PUpIl0001uyEJYZAMWTQIAACCyWJixLnV2MzZj9Oef7rK61auldevc5Xt2vy2vs1kpe0y2bFLOnFKJElKpUtIll7hNHAoU8PorQiohLAEAACCyXXCB297bbkACtA4HAAAAgAAISwAAAAAQAGEJAAAAAAIgLAEAAABAAIQlAAAAAAiAsAQAAAAAARCWAAAAACAAwhIAAAAABEBYAgAAAIAACEsAAAAAEABhCQAAAAACICwBAAAAQACEJQAAAAAIgLAEAAAAAAEQlgAAAAAgAMISAAAAAARAWAIAAACAAAhLAAAAABBAjCJEXFyc8+fu3bu9LgUAAACAh3yZwJcRFOlhac+ePc6fRYsW9boUAAAAAEGSEXLkyHHat0fFnS1OhYnjx49r48aNypYtm6KiohTuSdlC4bp165Q9e3avy4lofC+CB9+L4ML3I3jwvQgefC+CC9+P4JEa3wuLQBaUChUqpHTpTr8zKWJmluwvoUiRIook9o+J/9zBge9F8OB7EVz4fgQPvhfBg+9FcOH7Eb7fizPNKPnQ4AEAAAAAAiAsAQAAAEAAhKUwlDFjRvXt29f5E97iexE8+F4EF74fwYPvRfDgexFc+H4EDy+/FxHT4AEAAAAAkoOZJQAAAAAIgLAEAAAAAAEQlsLYrl279Ouvv2rnzp1elwIAABBSeB4FQ1gKU5988omKFy+uNm3aOOdL2RjemDRpkkqWLKmYmBiVL19ey5Yt87qkiLdt2zaVKFFCa9as8boUwHP8fwgO/K4ILjyPCk716tXTuHHj0vRzEpbCUGxsrB5++GHNnj1bixYt0iuvvKIePXp4XVZEWrlype6//34NHDhQGzZsUJkyZZwfvPD2iWHDhg15YuihxYsXq3LlysqVK5fzs4k+Q97h/0Nw4HdFcOF5VHB6//33NW3atDT/vISlMLR7924NGzZM5cqVc8ZXX321tm/f7nVZEcleGbRffnfeeacuvPBCtW/fXvPnz/e6rIjWvHlz3XXXXV6XEbEOHTqkRo0aqWLFipo7d66WLl2a5q8Swo//D8GB3xXBhedRwWfHjh3q1q2bLrnkkjT/3LQOD3NHjhzRQw89pGPHjumdd97xupyI9/rrr+u1117TggULvC4lYq1evdpZchQVFeVc2zILpJ3PP/9cDzzwgNavX68sWbI4/xc6dOigH3/80evSIhL/H4ITvyuCB8+jgoPNvGbKlEkHDhxQzZo11apVqzT73MwshbAmTZooZ86cp9xGjhzpvN1+yBYoUEBTp07ViBEjvC43or8X5vDhw3rppZfUrl07T2uN9O+HPTGEd+znUpUqVZygZOyVW5tdgjf4/xB8+F0RPHgeFRy+++47zZw5U4MGDfLk88d48lmRIt544w0nYZ8sd+7c8U9CvvnmG3Xp0sVZ+zxhwgQPqowMZ/teGDt5OmvWrKxDD5LvB7xb3pLwCbrNaERHRzvdpmwPExDp+F0RPHge5b2DBw+qbdu2zkxrtmzZPKmBsBTCbF3zmdiTENsX8Pbbb6tUqVJOC0x7dR1p/7349ttvnQ2iv/zyi9KnT59mdUWqs30/4B3r9JUxY8ZE99nSiv379xOWEPH4XRFceB7lvWeffdZpCNSgQQPPamAZXhj6/vvvE3VtyZAhg/MfPl06vt1esH0ALVq0cH4Bli1b1utyAE/Z7N7WrVsT3bdnzx7n5xQQyfhdETx4HhU8PvjgA6etvm85vY2tU6Hd0gozS2HIWo6OGjVKF198sW6++Wb17t1bN910k7Jnz+51aRHHloJZW95bbrlFt956q/bu3evcb0ss7AcvEGnsFcI333wz0RNE65DHEklEMn5XBBeeRwWPH374QUePHo0fd+/e3dn3SoMHnJeCBQs662qHDx+uyy+/3FneQgcXb9haZ9u8bk8Oba2t7/bvv/96XRrgierVqzv7lsaOHeuM+/fvr9q1azv7loBIxe+K4MLzqOBRpEgRp0un73bBBRcob968zi2t0DocAJCmvvjiC2e5UebMmZ1lLbNmzWLZEQAgKBGWAABpbtOmTZo3b56znCJPnjxelwMAQECEJQAAAAAIgD1LAAAAABAAYQkAAAAAAiAsAQAAAEAAhCUAQNjbuXNnwPvYtgsAOBPCEgAg7DVv3lxdu3aNH9shh3YQrrUtBwDgdOiGBwAIaxs3blSpUqWc853s1Pf06dM799uBn4ULF1ZMTIyOHz+uGjVq6N133/W6XABAECEsAQDCWseOHZ1znT755BMdOXLECUsbNmxQ0aJFdeDAAWXKlEnHjh1zbhkyZPC6XABAEGEZHgAgbC1dulRvvvmmChQooKioKH311VeqXLmy6tWr54yrVaumSpUqqXfv3gQlAMApCEsAgLB0+PBhZ9ldrly54u/btWuXSpcurcWLFztL7+bOnavu3bs7M00AAJws5pR7AAAIAwsWLNCePXvUoUMHbd682bkvXbp0mjx5shOYfPbu3evMNAEAcDJmlgAAYcmW2/3222/KnDlzovsbNGigFStWxN+GDRvmWY0AgODGzBIAIGxly5btlPumTp2qK664In4cGxurG2+8MY0rAwCEAsISACCi2JK78ePHx4/t2gIUAAAnIywBACIKM0sAgKRizxIAIKzZ+UlHjx7VoUOH4meWrBue7zZ48GDnfnsf65AHAIAPM0sAgLBvIX7w4EFde+212rFjh9MRr3jx4onex85nt0Nqp0yZovLly3tWKwAguETF2W8IAAAAAEAiLMMDAAAAgAAISwAAAAAQAGEJAAAAAAIgLAEAAABAAIQlAAAAAAiAsAQAAAAAARCWAAAAACAAwhIAAAAABEBYAgAAAACd6v/207etZQWopAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def generate_test_data(n_samples=1000):\n",
    "\t\"\"\"生成测试数据（混合高斯分布）\"\"\"\n",
    "\tdata = np.concatenate([\n",
    "\t\t\tstats.norm(loc=-1, scale=0.5).rvs(int(n_samples*0.3)),\n",
    "\t\t\tstats.norm(loc=1, scale=0.8).rvs(int(n_samples*0.7))\n",
    "\t])\n",
    "\treturn data\n",
    "\n",
    "generate_and_plot_data(generate_test_data, 1000, 42, '混合高斯分布')\n",
    "\n",
    "# 均匀分布\n",
    "def generate_test_data(n_samples=1000):\n",
    "\t\"\"\"生成测试数据（均匀分布）\"\"\"\n",
    "\tdata = np.random.uniform(-1, 1, n_samples)\n",
    "\treturn data\n",
    "\n",
    "generate_and_plot_data(generate_test_data, 1000, 42, '均匀分布')\n",
    "\n",
    "# 正态分布\n",
    "def generate_test_data(n_samples=1000):\n",
    "\t\"\"\"生成测试数据（正态分布）\"\"\"\n",
    "\tdata = stats.norm(loc=0, scale=1).rvs(n_samples)\n",
    "\treturn data\n",
    "\n",
    "generate_and_plot_data(generate_test_data, 1000, 42, '正态分布')\n",
    "\n",
    "# 指数分布\n",
    "def generate_test_data(n_samples=1000):\n",
    "\t\"\"\"生成测试数据（指数分布）\"\"\"\n",
    "\tdata = stats.expon(scale=1).rvs(n_samples)\n",
    "\treturn data\n",
    "\n",
    "generate_and_plot_data(generate_test_data, 1000, 42, '指数分布')\n",
    "\n",
    "# 泊松分布\n",
    "def generate_test_data(n_samples=1000):\n",
    "\t\"\"\"生成测试数据（泊松分布）\"\"\"\n",
    "\tdata = stats.poisson(mu=1).rvs(n_samples)\n",
    "\treturn data\n",
    "\n",
    "generate_and_plot_data(generate_test_data, 1000, 42, '泊松分布')\n",
    "\n",
    "# 学生t分布\n",
    "def generate_test_data(n_samples=1000):\n",
    "\t\"\"\"生成测试数据（学生t分布）\"\"\"\n",
    "\tdata = stats.t(df=2).rvs(n_samples)\n",
    "\treturn data\n",
    "\n",
    "generate_and_plot_data(generate_test_data, 1000, 42, '学生t分布')\n",
    "\n",
    "# 卡方分布\n",
    "def generate_test_data(n_samples=1000):\n",
    "\t\"\"\"生成测试数据（卡方分布）\"\"\"\n",
    "\tdata = stats.chi2(df=2).rvs(n_samples)\n",
    "\treturn data\n",
    "\n",
    "generate_and_plot_data(generate_test_data, 1000, 42, '卡方分布')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
